Deep Learning Paper

Read & Review(kor)

Blog link

GAN

• Image-to-Image Translation with Conditional Adversarial Networks (CVPR 2017), Phillip Isola, Berkeley AI Research (BAIR) Laboratory, Paper, Code, Review
• Video to Video Synthesis (NeurIPS 2018), Ting-Chun Wang, NVIDIA, Paper, Code, Review
• Semantic Image Synthesis with Spatially-Adaptive Normalization (CVPR 2019), Taesung Park, NVIDIA, Paper, Code, Review
• Face-to-Parameter Translation for Game Character Auto-Creation (ICCV 2019), Tianyang Shi, NetEase Fuxi AI Lab, Paper, Code, Review
• Training Generative Adversarial Networks with Limited data (NeurIPS 2020), Tero Karras, NVIDIA, Paper, Code, Review
• Liquid Warping GAN with attention : A Unified Framework for Human Image Synthesis (IEEE TPAMI 2021), Wen Liu, ShanghaiTech University, Paper, Code, Review
• LipSync3D: Data-Efficient Learning of Personalized 3D Talking Faces fromVideo using Pose and Lighting Normalization (CVPR 2021), Avisek Lahiri, Google Research, Paper, Review
• AD-NeRF: Audio Driven Neural Radiance Fields for Talking Head Synthesis (ICCV 2021), Yudong Guo, University of Science and Technology of China, Paper, Code

Pose Estimation

• VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera (SIGGRAPH 2017), Dushyant Mehta, Max Planck Institute for Informatics, Paper, Project, Unofficial Tensorflow Code, Review
• 3D human pose estimation in video with temporal convolutions and semi-supervised training (CVPR 2019), Dario Pavllo, Facebook AI Research, Paper, Code, Review
• Graph Stacked Hourglass Networks for 3D Human Pose Estimation (CVPR 2021), Tianhan Xu, Osaka Univ, Paper, Review
• CanonPose : Self-Supervised Monocular 3D Human Pose Estimation in the wild (CVPR 2021), Bastian Wandt, Leibniz Univ Hannover, Paper, Review
• Context Modeling in 3D Human Pose Estimation : A Unified Perspective (CVPR 2021), Xiaoxuan Ma, Peking Univ, Paper, Code, Review
• PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation (CVPR 2021), Kehong Gong, National University of Singapore , Paper, Code, Review
• MobileHumanPose: Toward real-time 3D human pose estimation in mobile devices (CVPR 2021), Sangbum Choi, Kaist, Paper, Code, Review

Object Detection

• Scaled-YOLOv4: Scaling Cross Stage Partial Network (CVPR 2021), Chien-Yao Wang, Academia Sinica, Paper, Code, Review