Temporal Action Localization

Reading List

2020

• Weakly-Supervised Action Localization with Expectation-Maximization Multi-Instance Learning - Zhekun Luo et al,ECCV2020
• [CFAD: Coarse-to-Fine Action Detector for Spatiotemporal Action Localization],ECCV2020
• Action Localization through Continual Predictive Learning - Sathyanarayanan N. Aakur et al, ECCV2020
• Bottom-Up Temporal Action Localization with Mutual Regularization - Peisen Zhao et al, ECCV2020
• [Two-Stream Consensus Networks for Weakly-Supervised Temporal Action Localization] ECCV2020
• Weakly-Supervised Action Localization with Expectation-Maximization Multi-Instance Learning - Zhekun Luo et al, ECCV2020
• Uncertainty-Aware Weakly Supervised Action Detection from Untrimmed Videos - Anurag Arnab et al, ECCV2020
• Few-shot Action Recognition via Permutation-invariant Attention - Hongguang Zhang et al, ECCV2020
• [Learning to Localize Actions from Moments] ECCV 2020
• Relational Prototypical Network for Weakly Supervised Temporal Action Localization, AAAI2020
• ActionBytes: Learning From Trimmed Videos to Localize Actions - Mihir Jain et al, cvpr2020
• Learning Temporal Co-Attention Models for Unsupervised Video Action Localization - Guoqiang Gong et al, cvpr2020.
• SF-Net: Single-Frame Supervision for Temporal Action Localization - Fan Ma et al, ECCV 2020.
• ActBERT: Learning Global-Local Video-Text Representations - Linchao Zhu et al, cvpr2020.
• Accurate Temporal Action Proposal Generation with Relation-Aware Pyramid Network - Jialin Gao et al, AAAI 2020.
• ZSTAD: Zero-Shot Temporal Activity Detection - Lingling Zhang et al, CVPR 2020.[[code]][https://github.com/salman-h-khan/ZSD_Release]
• Learning to Discriminate Information for Online Action Detection - Hyunjun Eun et al, CVPR 2020.
• Constraining Temporal Relationship for Action Localization - Peisen Zhao et al, arxiv 2020.
• Weakly-Supervised_Action_Localization by Generative Attention Modeling - Baifeng Shi et al, CVPR 2020.[code]
• [G-TAD] G-TAD: Sub-Graph Localization for Temporal Action Detection - Mengmeng Xu et al, CVPR 2020. [code]
• [DBG] Fast Learning of Temporal Action Proposal via Dense Boundary Generator - Chunming Lin et al, AAAI 2020. [code]
• [PBRNet] Progressive Boundary Refinement Network for Temporal Action Detection - Qinying Liu et al, AAAI 2020.
• [AGCN] Graph Attention based Proposal 3D ConvNets for Action Detection - Jun Li et al, AAAI 2020.

2019

• [PGCN] Graph Convolutional Networks for Temporal Action Localization - Runhao Zeng et al, ICCV 2019. [code]
• [BMN] BMN: Boundary-Matching Network for Temporal Action Proposal Generation - Tianwei Lin et al, ICCV 2019.[code]
• [GTAN] Gaussian Temporal Awareness Networks for Action Localization - Fuchen Long et al, CVPR 2019.
• [STEP] STEP: Spatio-Temporal Progressive Learning for Video Action Detection - Xitong Yang et al,CVPR 2019[code]
• [DBS] Video Imprint Segmentation for Temporal Action Detection in Untrimmed Videos - Zhanning Gao et al, AAAI 2019.
• [C-TCN] Deep Concept-wise Temporal Convolutional Networks for Action Localization - Xin Li et al, arXiv 2019.

2018

• [TAL-Net] Rethinking the Faster R-CNN Architecture for Temporal Action Localization - Yuwei Chao et al, CVPR 2018.
• [BSN] BSN: Boundary Sensitive Network for Temporal Action Proposal Generation - Tianwei Lin et al, ECCV 2018. [code]
• [Action-Search] Action Search: Spotting Actions in Videos and Its Application to Temporal Action Localization - Humam Alwassel et al, ECCV 2018. [code]
• [TPC] Exploring Temporal Preservation Networks for Precise Temporal Action Localization - Ke Yang et al, AAAI 2018.
• [Self-Ad] A Self-Adaptive Proposal Model for Temporal Action Detection based on Reinforcement Learning - Jingjia Huang et al, AAAI 2018.

2017

• [SSN] Temporal Action Detection with Structured Segment Networks - Yue Zhao et al, ICCV 2017. [code]
• [R-C3D] R-C3D: Region Convolutional 3D Network for Temporal Activity Detection - Huijuan Xu et al, ICCV 2017. [code]
• [TCN] Temporal Context Network for Activity Localization in Videos - Xiyang Dai et al, ICCV 2017. [code]
• [TURN] TURN TAP: Temporal Unit Regression Network for Temporal Action Proposals - Jiyang Gao et al, ICCV 2017. [code]
• [SST] SST: Single-Stream Temporal Action Proposals - Shyamal Buch et al, ICCV 2017.
• [CDC] CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos - Zheng Shou et al, CVPR 2017. [code]
• [SCC] SCC: Semantic Context Cascade for Efficient Action Detection - Fabian Caba Heilbron et al, CVPR 2017.
• [SMS] Temporal Action Localization by Structured Maximal Sums - Zehuan Yuan et al, CVPR 2017.

2016

• [S-CNN] Temporal Action Localization in Untrimmed Videos via Multi-stage CNNs - Zheng Shou et al, CVPR 2016. [code]
• [PSDF] Temporal Action Localization with Pyramid of Score Distribution Features - Jun Yuan et al, CVPR 2016.
• [FG] End-to-end Learning of Action Detection from Frame Glimpses in Videos - Serena Yeung et al, CVPR 2016.
• [SLM] Temporal Action Detection Using a Statistical Language Model - Alexander Richard et al, CVPR 2016.
• [DAPs] DAPs: Deep Action Proposals for Action Understanding - Victor Escorcia et al, ECCV 2016.