-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathindex.html
721 lines (693 loc) · 79.8 KB
/
index.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="generator" content="Hugo 0.88.1" />
<meta name="viewport" content="width=device-width, initial-scale=1">
<link href="https://fonts.googleapis.com/css?family=Roboto:300,400,700" rel="stylesheet" type="text/css">
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/8.4/styles/github.min.css">
<link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
<link rel="stylesheet" href="static/css/custom.css">
<link rel="stylesheet" href="static/css/normalize.css">
<title>StableForm-TTS</title>
<link rel="stylesheet" href="static/css/bootstrap.min.css">
<link rel="stylesheet" href="static/css/main.css" />
</head>
<body data-new-gr-c-s-check-loaded="14.1091.0" data-gr-ext-installed="">
<div class="container" >
<header role="banner">
</header>
<main role="main">
<article itemscope itemtype="https://schema.org/BlogPosting">
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<div class="text-center">
<h1>StableForm-TTS:</h1>
<h3>Improving Robustness of Diffusion-Based Zero-Shot Speech Synthesis via <span style="font-weight: 760">Stable</span> <span style="font-weight: 760">Form</span>ant Generation</h3>
<div style="margin-top: 15px;" class="affiliation">
<span style="margin-right: 15px; font-size: 1.1em;"><a href="https://changjinhan.github.io/about" target="_blank" class="author-link">Changjin Han</a></span>
<span style="margin-right: 15px; font-size: 1.1em;">Seokgi Lee</span>
<span style="margin-right: 15px; font-size: 1.1em;">Gyuhyeon Nam</span>
<span style="margin-right: 15px; font-size: 1.1em;"><a href="mailto:[email protected]" target="_blank" class="author-link">Gyeongsu Chae</a></span>
<p style="font-size: 1.1em;"><a href="https://www.aistudios.com" target="_blank" class="author-link">DeepBrain AI Inc.</a></p>
</div>
<div style="margin-top: 15px;">
<p class="links">
<a target="_blank" href="https://arxiv.org/abs/2409.09311" class="links"><span class="icon"><i class="ai ai-arxiv"></i></span> <span>arXiv</span></a>
</p>
</div>
</div>
<br>
<p>
<b>Abstract.</b>
Diffusion models have achieved remarkable success in text-to-speech (TTS), even in zero-shot scenarios.
Recent efforts aim to address the trade-off between inference speed and sound quality, often considered the primary drawback of diffusion models.
However, we find a critical mispronunciation issue is being overlooked. Our preliminary study reveals the unstable pronunciation resulting from the diffusion process.
Based on this observation, we introduce StableForm-TTS, a novel zero-shot speech synthesis framework designed to produce robust pronunciation while maintaining the advantages of diffusion modeling.
By pioneering the adoption of source-filter theory in diffusion TTS, we propose an elaborate architecture for stable formant generation.
Experimental results on unseen speakers show that our model outperforms the state-of-the-art method in terms of pronunciation accuracy and naturalness, with comparable speaker similarity.
Moreover, our model demonstrates effective scalability as both data and model sizes increase.
</p>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="model-overview" style="text-align: center;">Model Overview</h2>
<body>
<p style="text-align: center;">
<img src="static/images/overview.png" height="400" width="1200">
</p>
</body>
<p>
Overall architecture of StableForm-TTS.
For brevity, the phoneme, pitch, and energy embedding layers are omitted.
</p>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="source-filter-decomposition" style="text-align: center;">Source-Filter Decomposition</h2>
<p>
StableForm-TTS synthesizes audio through excitation and formant pathways, and combines them for final output.
Below are inference samples from both seen and unseen datasets.
</p>
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Speaker</th>
<th style="text-align: center">Text</th>
<th style="text-align: center">Reference</th>
<th style="text-align: center">Ground Truth</th>
<th style="text-align: center">Excitation (𝜇)</th>
<th style="text-align: center">Refined Excitation</th>
<th style="text-align: center">Formant</th>
<th style="text-align: center">Final Output</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: center;vertical-align:middle;width: 140px">
LibriTTS-R: 1183<br>
(seen)
</td>
<td style="text-align: left;vertical-align:middle;width: 500px">The best physicians in America could do nothing for him.</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/seen/ref/Libri_R_1183_ref_mel.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/seen/ref/Libri_R_1183_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/seen/ref/Libri_R_1183_ref_mel.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/seen/ref/Libri_R_1183_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/seen/mu/Libri_R_1183_generated_mu.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/seen/mu/Libri_R_1183_generated_mu.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/seen/excitation/Libri_R_1183_generated_excitation.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/seen/excitation/Libri_R_1183_generated_excitation.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/seen/formant/Libri_R_1183_generated_formant.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/seen/formant/Libri_R_1183_generated_formant.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/seen/diff/Libri_R_1183_generated_diff.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/seen/diff/Libri_R_1183_generated_diff.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 140px">
VCTK: 238<br>
(unseen)
</td>
<td style="text-align: left;vertical-align:middle;width: 500px">Five years later, the deception continued.</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/unseen/ref/49_ref_mel.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/unseen/ref/49_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/unseen/gt/49_gt_mel.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/unseen/gt/49_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/unseen/mu/49_generated_mu.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/unseen/mu/49_generated_mu.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/unseen/excitation/49_generated_excitation.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/unseen/excitation/49_generated_excitation.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/unseen/formant/49_generated_formant.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/unseen/formant/49_generated_formant.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<img src="static/source_filter_decomposition/unseen/diff/49_generated_diff.png" height="60" width="160">
<audio controls="controls" style="width: 140px;"><source src="static/source_filter_decomposition/unseen/diff/49_generated_diff.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="visual-comparison" style="text-align: center;">Visual Comparison</h2>
<body>
<p style="text-align: center;">
<img src="static/images/visual_comparison.png" height="400" width="1200">
</p>
</body>
<p>
The examples of pronunciation improvement in zero-shot scenarios.
The text beneath the mel-spectrogram indicates the ASR model’s transcription of the area enclosed within the red dotted box.
We use the ML solver with 10 steps on the models trained on LibriTTS-R.
</p>
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Speaker</th>
<th style="text-align: center">Text</th>
<th style="text-align: center">Ground Truth</th>
<th style="text-align: center">Grad-StyleSpeech</th>
<th style="text-align: center">StableForm-TTS (ours)</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">245</td>
<td style="text-align: left;vertical-align:middle;width: 500px">We think all other <strong>measures</strong> are not exhausted.</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/gt/107_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/grad-stylespeech/107_gss_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/stableform-tts/107_sf_tts_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">261</td>
<td style="text-align: left;vertical-align:middle;width: 500px">Corporate banking <strong>would</strong> be based in Edinburgh.</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/gt/1832_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/grad-stylespeech/1832_gss_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/stableform-tts/1832_sf_tts_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">238</td>
<td style="text-align: left;vertical-align:middle;width: 500px">People have been wonderful beyond <strong>belief</strong>.</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/gt/999_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/grad-stylespeech/999_gss_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
<td style="text-align: center">
<audio controls="controls" style="width: 140px;"><source src="static/visual_comparison/stableform-tts/999_sf_tts_audio.wav" autoplay/>Your browser does not support the audio element.</audio>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="zero-shot-samples" style="text-align: center;">Zero-Shot Speech Synthesis</h2>
* LT-460: trained on LibriTTS train-clean-460, LT-R: trained on LibriTTS-R
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Speaker</th>
<th style="text-align: center">Text</th>
<th style="text-align: center">Reference</th>
<th style="text-align: center">Ground Truth</th>
<th style="text-align: center">Ground Truth (voc.)</th>
<th style="text-align: center">Grad-StyleSpeech (LT-460)</th>
<th style="text-align: center">StableForm-TTS (LT-460)</th>
<th style="text-align: center">Grad-StyleSpeech (LT-R)</th>
<th style="text-align: center">StableForm-TTS (LT-R)</th>
</tr>
</thead>
<tbody>
<tr>
<td rowspan=8 style="text-align: center;vertical-align:middle;width: 100px">238</td>
<td rowspan=8 style="text-align: left;vertical-align:middle;width: 600px">The early physical reports were clear.</td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/ref/1335_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt/1335_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt_voc/1335_gt_voc_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1335_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1335_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1335_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1335_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
</tbody>
<tbody>
<tr>
<td rowspan=8 style="text-align: center;vertical-align:middle;width: 100px">248</td>
<td rowspan=8 style="text-align: left;vertical-align:middle;width: 600px">Naturally enough, the letter in question was an E.</td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/ref/1188_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt/1188_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt_voc/1188_gt_voc_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/1188_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/1188_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/1188_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/1188_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
</tbody>
<tbody>
<tr>
<td rowspan=8 style="text-align: center;vertical-align:middle;width: 100px">302</td>
<td rowspan=8 style="text-align: left;vertical-align:middle;width: 600px">Of course we make mistakes, but we don't make too many.</td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/ref/11_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt/11_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt_voc/11_gt_voc_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/11_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/11_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/11_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/11_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
</tbody>
<tbody>
<tr>
<td rowspan=8 style="text-align: center;vertical-align:middle;width: 100px">225</td>
<td rowspan=8 style="text-align: left;vertical-align:middle;width: 600px">I always felt that I was in control of the match.</td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/ref/207_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt/207_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt_voc/207_gt_voc_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/207_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/207_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/207_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/207_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
</tbody>
<tbody>
<tr>
<td rowspan=8 style="text-align: center;vertical-align:middle;width: 100px">347</td>
<td rowspan=8 style="text-align: left;vertical-align:middle;width: 600px">Some have accepted it as a miracle without physical explanation.</td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/ref/3205_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt/3205_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td rowspan=8 style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/gt_voc/3205_gt_voc_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_pf_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_pf_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_pf_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">PF 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_pf_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 5<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_ml_5.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 10<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_ml_10.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 50<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_ml_50.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-460/3205_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-460/3205_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/grad-stylespeech/LT-R/3205_gss_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center">ML 100<audio controls="controls" style="width: 140px;"><source src="static/zero_shot_samples/stableform-tts/LT-R/3205_sftts_audio_ml_100.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="ablation-study" style="text-align: center;">Ablation Study</h2>
<p>
We showcase the samples from the ablation study using the ML solver with 10 steps on the models trained on LibriTTS-R.
</p>
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Speaker</th>
<th style="text-align: center">Text</th>
<th style="text-align: center">Reference</th>
<th style="text-align: center">Ground Truth</th>
<th style="text-align: center">StableForm-TTS (ours)</th>
<th style="text-align: center">w/o E-F generators</th>
<th style="text-align: center">w/o Energy</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">302</td>
<td style="text-align: left;vertical-align:middle;width: 600px">The difference in the rainbow depends considerably upon the size of the drops, and the width of the colored band increases as the size of the drop increases.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/ref/3008_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/gt/3008_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/stableform-tts/3008_sftts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_E-F_gen/3008_sftts_no_sfgen_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_energy/3008_sftts_no_energy_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">225</td>
<td style="text-align: left;vertical-align:middle;width: 600px">The Norsemen considered the rainbow as a bridge over which the gods passed from earth to their home in the sky.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/ref/3326_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/gt/3326_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/stableform-tts/3326_sftts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_E-F_gen/3326_sftts_no_sfgen_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_energy/3326_sftts_no_energy_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">234</td>
<td style="text-align: left;vertical-align:middle;width: 600px">Yet the performance was not entirely convincing.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/ref/2478_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/gt/2478_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/stableform-tts/2478_sftts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_E-F_gen/2478_sftts_no_sfgen_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_energy/2478_sftts_no_energy_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">248</td>
<td style="text-align: left;vertical-align:middle;width: 600px">It's also important that they are not seen as a soft option.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/ref/538_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/gt/538_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/stableform-tts/538_sftts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_E-F_gen/538_sftts_no_sfgen_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/ablation_study/wo_energy/538_sftts_no_energy_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="scalability-test" style="text-align: center;">Scalability Test</h2>
<p>
To examine the scalability of StableForm-TTS, we increase the English training dataset to 19,000 hours by including LibriTTS-R, LJSpeech, DailyTalk, HiFi-TTS, Common Voice, and MLS,
while also doubling the model size to create the <b>StableForm-large</b> version (69.30M). Furthermore, the GSS-large version (68.13M) was created to verify the effects of scale-up on Grad-StyleSpeech.
We provide several samples for comparing StableForm-large with five publicly available large-scale TTS models.
We use the pretrained checkpoint for <a href="https://docs.coqui.ai/en/dev/models/bark.html">Bark</a>,
<a href="https://docs.coqui.ai/en/dev/models/tortoise.html">Tortoise</a>,
<a href="https://docs.coqui.ai/en/dev/models/xtts.html">XTTS-v2</a>,
and <a href="https://docs.coqui.ai/en/dev/inference.html#example-voice-cloning-with-yourtts-in-english-french-and-portuguese">YourTTS</a>
from the Coqui TTS toolkit, while we use the official code for <a href="https://github.com/jasonppy/VoiceCraft">VoiceCraft</a>.
</p>
<div class="table-responsive pt-3">
<table class="table table-hover pt-2">
<thead>
<tr>
<th style="text-align: center">Speaker</th>
<th style="text-align: center">Text</th>
<th style="text-align: center">Reference</th>
<th style="text-align: center">Ground Truth</th>
<th style="text-align: center">StableForm-large (ours)</th>
<th style="text-align: center">GSS-large</th>
<th style="text-align: center">Bark</th>
<th style="text-align: center">Tortoise</th>
<th style="text-align: center">VoiceCraft</th>
<th style="text-align: center">XTTS-v2</th>
<th style="text-align: center">YourTTS</th>
</tr>
</thead>
<tbody>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">261</td>
<td style="text-align: left;vertical-align:middle;width: 600px">He put some colour into Scottish history.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/ref/1_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gt/1_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/stableform-large/1_sf_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gss-large/1_gss_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/bark/1_bark_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/tortoise/1_tortoise_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/voicecraft/1_voicecraft_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/xtts-v2/1_xttsv2_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/yourtts/1_yourtts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">302</td>
<td style="text-align: left;vertical-align:middle;width: 600px">We're just a family working hard, working seven days a week.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/ref/408_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gt/408_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/stableform-large/408_sf_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gss-large/408_gss_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/bark/408_bark_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/tortoise/408_tortoise_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/voicecraft/408_voicecraft_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/xtts-v2/408_xttsv2_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/yourtts/408_yourtts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">335</td>
<td style="text-align: left;vertical-align:middle;width: 600px">Clearly, she says, she would never resort to such devices.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/ref/1585_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gt/1585_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/stableform-large/1585_sf_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gss-large/1585_gss_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/bark/1585_bark_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/tortoise/1585_tortoise_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/voicecraft/1585_voicecraft_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/xtts-v2/1585_xttsv2_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/yourtts/1585_yourtts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">326</td>
<td style="text-align: left;vertical-align:middle;width: 600px">Another suggested the company should carry only pedestrians.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/ref/1672_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gt/1672_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/stableform-large/1672_sf_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gss-large/1672_gss_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/bark/1672_bark_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/tortoise/1672_tortoise_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/voicecraft/1672_voicecraft_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/xtts-v2/1672_xttsv2_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/yourtts/1672_yourtts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
<tr>
<td style="text-align: center;vertical-align:middle;width: 100px">294</td>
<td style="text-align: left;vertical-align:middle;width: 600px">This is a very common type of bow, one showing mainly red and yellow, with little or no green or blue.</td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/ref/2311_ref_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gt/2311_gt_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/stableform-large/2311_sf_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/gss-large/2311_gss_large_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/bark/2311_bark_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/tortoise/2311_tortoise_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/voicecraft/2311_voicecraft_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/xtts-v2/2311_xttsv2_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
<td style="text-align: center;vertical-align:middle"><audio controls="controls" style="width: 140px;"><source src="static/scalability_test/yourtts/2311_yourtts_audio.wav" autoplay/>Your browser does not support the audio element.</audio></td>
</tr>
</tbody>
</table>
</div>
</div>
<div class="container pt-5 mt-5 shadow p-5 mb-5 bg-white rounded">
<h2 id="scalability-test" style="text-align: center;">Citation</h2>
<p>
If you want to cite our work, please use:
</p>
<pre>
@article{han2024improving,
title={Improving Robustness of Diffusion-Based Zero-Shot Speech Synthesis via Stable Formant Generation},
author={Han, Changjin and Lee, Seokgi and Nam, Gyuhyeon and Chae, Gyeongsu},
journal={arXiv preprint arXiv:2409.09311},
year={2024}
}
</pre>
</div>
</article>
</main>
<footer>
Demo page reference: <a href="https://lifeiteng.github.io/valle/index.html" target="_blank">VALL-E</a>
and <a href="https://clam-tts.github.io/" target="_blank">CLaM-TTS</a>
</footer>
</div>
</body>
</html>