| AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation | ✓ Link | 42.5 | 1 | 27 | S1 | | AdaptPose | 2021-12-22 |
| A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation | ✓ Link | 44.1 | 1 | 27 | S1 | | DAF-DG-27frames | 2024-03-17 |
| Unsupervised 3D Pose Estimation for Hierarchical Dance Video Recognition | ✓ Link | 47.3 | | | | | HDVR | 2021-09-19 |
| A Dual-Augmentor Framework for Domain Generalization in 3D Human Pose Estimation | ✓ Link | 50.3 | 1 | 1 | S1 | | DAF-DG | 2024-03-17 |
| Self-Supervised 3D Human Pose Estimation via Part Guided Novel Image Synthesis | | 50.8 | | | | | PGNIS | 2020-04-09 |
| MetaPose: Fast 3D Pose from Multiple Views without 3D Supervision | ✓ Link | 56 | | | | | MetaPose (S1+S2/SS) | 2021-08-10 |
| PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation | ✓ Link | 56.7 | 1 | 1 | S1 | | PoseAug | 2021-05-06 |
| Non-Local Latent Relation Distillation for Self-Adaptive 3D Human Pose Estimation | | 57.6 | | | | 48.2 | Non-Local Latent Relation Distillation | 2022-04-05 |
| Uncertainty-Aware Adaptation for Self-Supervised 3D Human Pose Estimation | | 59.4 | | | | 49.6 | Uncertainty-Aware Adaptation | 2022-03-29 |
| Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild | | 59.7 | | | | | GeoRep (semi-supervised) | 2020-03-17 |
| Self-Supervised Learning of 3D Human Pose using Multi-view Geometry | ✓ Link | 60.56 | | | | | EpipolarPose (SS + RU) | 2019-03-06 |
| Self-Supervised 3D Human Pose Estimation with Multiple-View Geometry | ✓ Link | 62.0 | 1 | 1 | No | | 2D-3D Lifting self-supervised | 2021-08-17 |
| Cascaded deep monocular 3D human pose estimation with evolutionary training data | ✓ Link | 62.9 | 1 | 1 | S1 | | Li et al. | 2020-06-14 |
| TriPose: A Weakly-Supervised 3D Human Pose Estimation via Triangulation from Video | | 62.9 | 1 | 27 | No | | TriPose | 2021-05-14 |
| 3D human pose estimation in video with temporal convolutions and semi-supervised training | ✓ Link | 64.7 | 1 | | S1 | | Pavllo et al. | 2018-11-28 |
| On Triangulation as a Form of Self-Supervision for 3D Human Pose Estimation | | 64.7 | | | | 52.1 | Triangulation | 2022-03-29 |
| Self-Supervised Learning of 3D Human Pose using Multi-view Geometry | ✓ Link | 65.35 | | | | | EpipolarPose (S1) | 2019-03-06 |
| Weakly-Supervised 3D Human Pose Learning via Multi-view Images in the Wild | | 67.4 | | | | | GeoRep | 2020-03-17 |
| CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild | ✓ Link | 74.3 | 1 | 1 | No | | CanonPose | 2020-11-30 |
| Self-Supervised Learning of 3D Human Pose using Multi-view Geometry | ✓ Link | 76.6 | | | | | EpipolarPose (self-supervised) | 2019-03-06 |
| Distill Knowledge from NRSfM for Weakly Supervised 3D Pose Learning | | 83.0 | | | No | | Wang et al. | 2019-08-18 |
| Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image | ✓ Link | 88.4 | 1 | 1 | No | | Tome et al. | 2017-01-01 |
| On Boosting Single-Frame 3D Human Pose Estimation via Monocular Videos | | 88.8 | 1 | | S1 | | Li et al. | 2019-10-01 |
| RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation | ✓ Link | 89.9 | 1 | 1 | No | | RepNet | 2019-02-26 |
| Self-supervised Learning of Motion Capture | ✓ Link | 98.4 | | | | | self-supervised mocap | 2017-12-04 |
| Heuristic Weakly Supervised 3D Human Pose Estimation | ✓ Link | 104.1 | | | | 50.4 | HW-HuP | 2021-05-23 |
| TexturePose: Supervising Human Mesh Estimation with Texture Consistency | ✓ Link | 110.7 | | | S1 | | Pavlakos et al. | 2019-10-24 |
| Harvesting Multiple Views for Marker-less 3D Human Pose Annotations | | 118.4 | | | No | | Pavlakos et al. | 2017-04-16 |
| Unsupervised Geometry-Aware Representation for 3D Human Pose Estimation | ✓ Link | 131.7 | | | S1 | | Rhodin et al. | 2018-04-03 |
| Self-Supervised Learning of 3D Human Pose using Multi-view Geometry | ✓ Link | | 2 | 1 | S1 | | Kocabas et al. | 2019-03-06 |
| PoseAug: A Differentiable Pose Augmentation Framework for 3D Human Pose Estimation | ✓ Link | | | 1 | S1 | | PoseAug | 2021-05-06 |
| 3D human pose estimation in video with temporal convolutions and semi-supervised training | ✓ Link | | | 243 | | | VideoPose3D (T=243) | 2018-11-28 |
| End-to-end Recovery of Human Shape and Pose | ✓ Link | | | | No | | Kanzawa et al. | 2017-12-18 |