In recent years, tremendous amount of progress is being made in the field of Human Pose Estimation from RGB Camera, which is an interdisciplinary field that fuses computer vision, deep/machine learning and anatomy. This repo is for my study notes and will be used as a place for triaging new research papers.
To make it a collaborative project, you may add content through pull requests or open an issue to let me know.
I'll use the following icons and dimensions to differentiate the approaches:
- Time Dimension
- 📷 Single-Shot
- 🎥 Video/Real-Time
- Number of People
- 1️⃣ Single-Person
- 🔢 Multi-Person
- Spatial Dimensions
🎥🔢 Realtime Multi-Person 2D Pose Estimation using Part Affinity Fields (2017) [Project page][Paper]
📷1️⃣ Stacked Hourglass Networks for Human Pose Estimation (2016) [Paper]
📷1️⃣ Convolutional Pose Machines (2016) [Paper]
📷1️⃣ Adversarial PoseNet: A Structure-aware Convolutional Network for Human Pose Estimation (2017) [Paper]
📷1️⃣ Knowledge-Guided Deep Fractal Neural Networks for Human Pose Estimation (2017) [Project page] [Paper]
📷1️⃣ A simple yet effective baseline for 3d human pose estimation (2017) [Project page][Paper]
🎥1️⃣ VNect: Real-time 3D Human Pose Estimation with a Single RGB Camera (2017) [Project page][Paper]
📷🔢 Single-Shot Multi-Person 3D Body Pose Estimation From Monocular RGB Input (2018) [Paper]
📷1️⃣ Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision (2017) [Project page][Paper]
📷🔢 DensePose: Dense Human Pose Estimation In The Wild (2018) [Project page][Paper]
🎥1️⃣ End-to-end Recovery of Human Shape and Pose (2017) [Project page][Paper]
🎥🔢 LCR-Net++: Multi-person 2D and 3D Pose Detection in Natural Images (2018) [Project page][Paper]
🎥1️⃣ Spatio-temporal Matching for Human Pose Estimation (2014) [Project page][Paper]
🎥1️⃣ Sparseness Meets Deepness: 3D Human Pose Estimation from Monocular Video (2016) [Paper]
📷1️⃣ Learning to Fuse 2D and 3D Image Cues for Monocular Body Pose Estimation (2017) [Paper]
📷1️⃣ Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image (2016) [Paper]
📷1️⃣ MoCap-guided Data Augmentation for 3D Pose Estimation in the Wild (2016) [Paper]
📷1️⃣ Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image (2017) [Paper]
🎥1️⃣ MonoPerfCap: Human Performance Capture from Monocular Video (2018) [Project page] [Paper]
📷1️⃣ Unsupervised Adversarial Learning of 3D Human Pose from 2D Joint Locations (2018) [Project page] [Paper]
📷1️⃣ 3D Human Pose Estimation in the Wild by Adversarial Learning (2018) [Paper]
📷🔢 Deep Human Pose Estimation Using Cascade of Multiple Neural Networks (2018) [Paper]
🎥1️⃣ Deep 3D Human Pose Estimation Under Partial Body Presence (2018) [Paper]
🎥1️⃣ 3D Ego-Pose Estimation via Imitation Learning (2018) [Paper]
📷1️⃣ Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation (2018) [Paper]