| GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocular Video | ✓ Link | 9.2 | GLA-GCN (T=27, GT) | 2023-07-12 |
| Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose Estimation | ✓ Link | 12.2 | StridedTransformer (T=27 GT) | 2021-03-26 |
| 3D Human Pose Estimation using Spatio-Temporal Networks with Explicit Occlusion Training | | 13.5 | Spatio-Temporal Network (T=128) | 2020-04-07 |
| Occlusion-Aware Networks for 3D Human Pose Estimation in Video | | 14.3 | Occlusion-Aware Networks | 2019-10-01 |
| HEMlets Pose: Learning Part-Centric Heatmap Triplets for Accurate 3D Human Pose Estimation | | 15.2 | HEMlets Pose | 2019-10-26 |
| Enhanced 3D Human Pose Estimation from Videos by using Attention-Based Neural Network with Dilated Convolutions | | 15.4 | Attention (T=27 MA) | 2021-03-04 |
| MixSTE: Seq2seq Mixed Spatio-Temporal Encoder for 3D Human Pose Estimation in Video | ✓ Link | 16.1 | MixSTE (T=43, FT) | 2022-03-02 |
| Ordinal Depth Supervision for 3D Human Pose Estimation | ✓ Link | 18.3 | Ordinal Depth Supervision | 2018-05-10 |
| Exploiting Temporal Contexts with Strided Transformer for 3D Human Pose Estimation | ✓ Link | 18.9 | StridedTransformer (T=27 MRCNN) | 2021-03-26 |
| Refined Temporal Pyramidal Compression-and-Amplification Transformer for 3D Human Pose Estimation | ✓ Link | 19.1 | RTPCA | 2023-09-04 |
| Learning Dynamical Human-Joint Affinity for 3D Pose Estimation in Videos | | 19.5 | DG-Net (T=4) | 2021-09-15 |
| A Graph Attention Spatio-temporal Convolutional Network for 3D Human Pose Estimation in Video | ✓ Link | 21.2 | GAST | 2020-03-11 |
| 3D Human Pose Estimation with Spatial and Temporal Transformers | ✓ Link | 21.6 | PoseFormer | 2021-03-18 |
| Exploiting temporal information for 3D pose estimation | ✓ Link | 22 | Sequence-to-sequence network | 2017-11-23 |
| Learning Pose Grammar for Monocular 3D Pose Estimation | | 22.9 | 3D Pose Grammar Network | 2019-06-01 |
| Learning Pose Grammar to Encode Human Body Configuration for 3D Pose Estimation | | 22.9 | Pose Grammar | 2017-10-17 |
| Monocular 3D Human Pose Estimation by Generation and Ordinal Ranking | ✓ Link | 23.9 | Ours (Oracle) | 2019-04-02 |
| Coarse-to-Fine Volumetric Prediction for Single-Image 3D Human Pose | ✓ Link | 24.3 | c2f-vol | 2016-11-23 |
| ConvFormer: Parameter Reduction in Transformer Models for 3D Human Pose Estimation by Leveraging Dynamic Multi-Headed Convolutional Attention | ✓ Link | 24.3 | ConvFormer (T=43) | 2023-04-04 |
| A simple yet effective baseline for 3d human pose estimation | ✓ Link | 24.6 | SIM (SH detections) | 2017-05-08 |
| 3D Human Pose Estimation from a Single Image via Distance Matrix Regression | | 26.9 | EDM | 2016-11-28 |
| Recurrent 3D Pose Sequence Machines | | 30.8 | Recurrent 3D Pose Sequence Machines | 2017-07-31 |
| Deep Multitask Architecture for Integrated 2D and 3D Human Sensing | | 33.7 | DMHSR(J,B,D) | 2017-01-31 |
| A Dual-Source Approach for 3D Pose Estimation from a Single Image | | 38.9 | Dual-source approach | 2015-09-22 |
| Twin gaussian processes for structured prediction | | 39.1 | TGP | 2010-03-01 |
| Depth sweep regression forests for estimating 3d human pose from images | | 40.3 | DSRF | 2014-09-01 |
| A Joint Model for 2D and 3D Pose Estimation from a Single Image | | 56.7 | Simo-Serra et al. | 2013-06-01 |
| Neural Body Fitting: Unifying Deep Learning and Model-Based Human Pose and Shape Estimation | ✓ Link | 64 | Ours | 2018-08-17 |
| Robust Estimation of 3D Human Poses from a Single Image | | 71.3 | Wang et al. | 2014-06-09 |
| Unite the People: Closing the Loop Between 3D and 2D Human Representations | ✓ Link | 74.5 | SMPLify (dense) | 2017-01-10 |
| Keep it SMPL: Automatic Estimation of 3D Human Pose and Shape from a Single Image | ✓ Link | 79.9 | SMPLify | 2016-07-27 |