#Important Conferences：

Jan: IJCAI SIGGRAPH ICML

Feb:

Mar: ECCV/ICCV

Apr: BMVC

May: NIPS

June:

July:

Aug:

Sep: AAAI ICLR

Oct:

Nov: CVPR

Monocular Methods

1. A simple yet effective baseline for 3d human pose estimation (iccv2017)

   [paper] [code]

2. Towards 3d human pose estimation in the wild: a weakly-supervised approach (iccv2017)

   [paper] [code]

3. 3D Human Pose Estimation in the Wild by Adversarial Learning (cvpr2018)

   [paper]

4. Ordinal Depth Supervision for 3D Human Pose Estimation (cvpr2018)

   [paper][code]

5. Integral human pose regression (eccv2018)

   [paper] [code]

6. It’s all Relative: Monocular 3D Human Pose Estimation from Weakly Supervised Data (bmvc2018)

   [paper][code] [project]

7. Learning pose grammar to encode human body configuration for 3D pose estimation (aaai2018)

   [paper][code]

8. RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation (cvpr2019)

   [paper] [code]

9. Unsupervised 3D Pose Estimation with Geometric Self-Supervision (cvpr2019)

   [paper]

10. In the Wild Human Pose Estimation Using Explicit 2D Features and Intermediate 3D Representations (cvpr2019)(oral)

    [paper]

11. Weakly-Supervised Discovery of Geometry-Aware Representation for 3D Human Pose Estimation (cvpr2019)(oral)

    [paper][project]

12. Self-Supervised Learning of 3D Human Pose using Multi-view Geometry (cvpr2019)

    [paper][code]

13. Generalizing Monocular 3D Human Pose Estimation in the Wild (iccv2019 workshop)

    [paper][code][project]

14. Geometry-driven Self-supervised Method for 3D Human Pose Estimation (aaai2020)

    [paper][code]

15. Cascaded Deep Monocular 3D Human Pose Estimation with Evolutionary Training Data (cvpr2020)

    [paper][code]

16. Deep Kinematics Analysis for Monocular 3D Human Pose Estimation (cvpr2020)

    [paper]

17. CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild (cvpr2021)

    [paper]

Video

1. Exploiting temporal information for 3d human pose estimation (eccv2018)

   [paper]

2. 3D human pose estimation in video with temporal convolutions and semi-supervised training (cvpr2019)

   [paper][code] [project]

3. Chirality Nets for Human Pose Regression (nips2019)

   [paper][code] [project]

4. Exploiting temporal context for 3D human pose estimation in the wild (cvpr2019)

   [paper][code]

5. Exploiting Spatial-temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks (iccv2019)

   [paper] [code]

6. Occlusion-Aware Networks for 3D Human Pose Estimation in Video (iccv2019)

   [paper][code][project]

7. 3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training (aaai2020)

   [paper] [project]

8. Attention Mechanism Exploits Temporal Contexts: Real-time 3D Human Pose Reconstruction (cvpr2020)

   [paper] [code]

9. Anatomy-aware 3D Human Pose Estimation in Videos (arXiv2020)

   [paper][code][project]

10. GAST-Net: Graph Attention Spatio-temporal Convolutional Networks for 3D Human Pose Estimation in Video (arXiv2020)

    [paper] [code] [project]

11. Motion Guided 3D Pose Estimation from Videos (eccv2020)

    [paper]

12. Graph Stacked Hourglass Networks for 3D Human Pose Estimation (cvpr2021)

    [paper]

GCN

1. Exploiting Spatial-temporal Relationships for 3D Pose Estimation via Graph Convolutional Networks (iccv2019)

   [paper][code][project]

2. Semantic Graph Convolutional Networks for 3D Human Pose Regression (cvpr2019)

   [paper] [code][project]

3. Optimizing Network Structure for 3D Human Pose Estimation (iccv2019)

   [paper] [code]

4. DGCN: Dynamic Graph Convolutional Network for Efficient Multi-Person Pose Estimation (aaai2020)

   [paper] [code]

5. GAST-Net: Graph Attention Spatio-temporal Convolutional Networks for 3D Human Pose Estimation in Video (arXiv2020)

   [paper][code][project]

6. Graph Stacked Hourglass Networks for 3D Human Pose Estimation (cvpr2021)

   [paper]

Transformer

1. 3D Human Pose Estimation with Spatial and Temporal Transformers (arXiv2021)

   [paper] [code]

2. LiftFormer: 3D Human Pose Estimation using attention models (arXiv2021)

   [paper] [code]

3. Lifting Transformer for 3D Human Pose Estimation in Video (arXiv2021)

   [paper] [code]

Multimodal

1. Learning in an Uncertain World: Representing Ambiguity Through Multiple Hypotheses (iccv17)

   [paper]

2. Generating Multiple Hypotheses for 3D Human Pose Estimation with Mixture Density Network (cvpr2019)

   [paper] [code]

3. Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking (iccv2019)

   [paper] [code][project]

4. Multimodal 3D Human Pose Estimation from a Single Image (3dv2019)

   [paper]

Multi-view Methods

1. Learning Monocular 3D Human Pose Estimation from Multi-view Images (CVPR2018)

   [paper][code][project]

2. Weakly-Supervised Discovery of Geometry-Aware Representation for 3D Human Pose Estimation (CVPR2019 oral)

   [paper][code][project]

3. Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation (ECCV2018)

   [paper][code][project]

4. Self-Supervised Learning of 3D Human Pose using Multi-view Geometry (CVPR2019)

   [paper][code][project]

5. Learnable Triangulation of Human Pose (iccv2019)(Oral)

   [paper] [code] [project]

6. Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild (cvpr2020)

   [paper][code][project]

7. MetaFuse: A Pre-trained Fusion Model for Human Pose Estimation (cvpr2020)

   [paper][code][project]

8. Fusing Wearable IMUs with Multi-View Images for Human Pose Estimation: A Geometric Approach (cvpr2020)

   [paper][code][project]

3D Pose Datasets

Human3.6M

[downloader1][downloader2]

HumanEva

MPI-INF-3DHP