| 1 | TCPFormer (T=81) | 87.7 | No | TCPFormer: Learning Temporal Correlation with Im... | 2025-01-03 | Code |
| 2 | TCPFormer (T=27) | 86.5 | No | TCPFormer: Learning Temporal Correlation with Im... | 2025-01-03 | Code |
| 3 | KTPFormer | 85.9 | No | KTPFormer: Kinematics and Trajectory Prior Knowl... | 2024-03-31 | Code |
| 4 | MotionAGFormer-L (T=81) | 85.3 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 5 | MotionAGFormer-S (T=81) | 84.5 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 6 | MotionAGFormer-B (T=81) | 84.2 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 7 | STCFormer (T=81) | 83.9 | No | - | - | Code |
| 8 | MotionAGFormer-XS (T=27) | 83.5 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 9 | GLA-GCN (T=81) | 79.12 | No | GLA-GCN: Global-local Adaptive Graph Convolution... | 2023-07-12 | Code |
| 10 | PoseFormerV2 (T=81) | 78.8 | No | PoseFormerV2: Exploring Frequency Domain for Eff... | 2023-03-30 | Code |
| 11 | HSTFormer (T=81) | 78.6 | No | HSTFormer: Hierarchical Spatial-Temporal Transfo... | 2023-01-18 | - |
| 12 | D3DP (N=243, H=20, K=20, J-Agg) | 78.2 | No | Diffusion-Based 3D Human Pose Estimation with Mu... | 2023-03-21 | Code |
| 13 | LMT R152 384x384 | 77.09 | No | Learnable human mesh triangulation for 3D human ... | 2022-08-24 | - |
| 14 | DiffPose | 75.9 | No | DiffPose: Toward More Reliable 3D Pose Estimation | 2022-11-30 | Code |
| 15 | P-STMO (N=81) | 75.8 | No | P-STMO: Pre-Trained Spatial Temporal Many-to-One... | 2022-03-15 | Code |
| 16 | RTPCA | 74.2 | No | Refined Temporal Pyramidal Compression-and-Ampli... | 2023-09-04 | Code |
| 17 | (R50-224) LMT | 71.57 | No | Learnable human mesh triangulation for 3D human ... | 2022-08-24 | - |
| 18 | Fusionformer (f=9) | 70 | No | (Fusionformer):Exploiting the Joint Motion Syner... | 2022-10-08 | - |
| 19 | ConvFormer | 69.8 | No | ConvFormer: Parameter Reduction in Transformer M... | 2023-04-04 | Code |
| 20 | U-CondDGConv | 69.5 | No | Conditional Directed Graph Convolution for 3D Hu... | 2021-07-16 | Code |
| 21 | MixSTE (T=27) | 66.5 | No | MixSTE: Seq2seq Mixed Spatio-Temporal Encoder fo... | 2022-03-02 | Code |
| 22 | ZeDO (S=50) | 65.6 | No | Back to Optimization: Diffusion-based Zero-Shot ... | 2023-07-07 | Code |
| 23 | MixSTE (T=1) | 63.8 | No | MixSTE: Seq2seq Mixed Spatio-Temporal Encoder fo... | 2022-03-02 | Code |
| 24 | MHFormer | 63.3 | No | MHFormer: Multi-Hypothesis Transformer for 3D Hu... | 2021-11-24 | Code |
| 25 | PoseDA | 62.5 | No | Global Adaptation meets Local Generalization: Un... | 2023-03-29 | Code |
| 26 | Explicit Compositional Depth Maps | 62.4 | No | - | - | - |
| 27 | UGCN | 62.1 | No | Motion Guided 3D Pose Estimation from Videos | 2020-04-29 | Code |
| 28 | RepNet (3DHP) | 58.5 | No | RepNet: Weakly Supervised Training of an Adversa... | 2019-02-26 | Code |
| 29 | PoseAug (+Extra2D) | 57.9 | No | PoseAug: A Differentiable Pose Augmentation Fram... | 2021-05-06 | Code |
| 30 | CrossFormer | 57.5 | No | CrossFormer: Cross Spatio-Temporal Transformer f... | 2022-03-24 | Code |
| 31 | VPose+PoseAug | 57.3 | No | PoseAug: A Differentiable Pose Augmentation Fram... | 2021-05-06 | Code |
| 32 | PoseFormer (9 frames) | 56.4 | No | 3D Human Pose Estimation with Spatial and Tempor... | 2021-03-18 | Code |
| 33 | DC-GCT | 55.9 | No | Double-chain Constraints for 3D Human Pose Estim... | 2023-08-10 | Code |
| 34 | SPIN (Rigid Alignment) | 55.6 | No | Learning to Reconstruct 3D Human Pose and Shape ... | 2019-09-27 | Code |
| 35 | PoseGU | 55.1 | No | PoseGU: 3D Human Pose Estimation with Novel Huma... | 2022-07-07 | - |
| 36 | RepNet (H36M) | 54.8 | No | RepNet: Weakly Supervised Training of an Adversa... | 2019-02-26 | Code |
| 37 | PLIKS (HR48) | 54.1 | No | PLIKS: A Pseudo-Linear Inverse Kinematic Solver ... | 2022-11-21 | Code |
| 38 | HTNet | 54.1 | No | HTNet: Human Topology Aware Network for 3D Human... | 2023-02-20 | Code |
| 39 | Anatomy3D (T=81) | 54 | No | Anatomy-aware 3D Human Pose Estimation with Bone... | 2020-02-24 | Code |
| 40 | DG-Net (T=4) | 53.8 | No | Learning Dynamical Human-Joint Affinity for 3D P... | 2021-09-15 | - |
| 41 | Anatomy3D (T=243) | 53.8 | No | Anatomy-aware 3D Human Pose Estimation with Bone... | 2020-02-24 | Code |
| 42 | Modulated-GCN | 53.7 | No | - | - | Code |
| 43 | Regular Splitting Graph Network | 53.2 | No | Regular Splitting Graph Network for 3D Human Pos... | 2023-05-09 | Code |
| 44 | PoseTriplet | 53.1 | No | PoseTriplet: Co-evolving 3D Human Pose Estimatio... | 2022-03-29 | Code |
| 45 | HGN | 52.1 | No | Hierarchical Graph Networks for 3D Human Pose Es... | 2021-11-23 | Code |
| 46 | Trajectory Space Factorization (F=25) | 51.4 | No | Trajectory Space Factorization for Deep Video-Ba... | 2019-08-22 | Code |
| 47 | Multi-view Temporal self-supervised | 50.1 | No | Learning Temporal 3D Human Pose Estimation with ... | 2021-10-14 | Code |
| 48 | HybrIK-Transformer (HrNet-48) | 48.9 | No | 3D Human Pose and Shape Estimation via HybrIK-Tr... | 2023-02-09 | Code |
| 49 | TIPSy-GAN (GT) | 48.8 | No | "Teaching Independent Parts Separately" (TIPSy-G... | 2022-05-12 | - |
| 50 | IKOL | 48.1 | No | IKOL: Inverse kinematics optimization layer for ... | 2023-02-02 | Code |
| 51 | HybrIK (HRNet-W48) | 47.3 | No | HybrIK-X: Hybrid Analytical-Neural Inverse Kinem... | 2023-04-12 | Code |
| 52 | MargiPose (multi-crop) | 47 | No | 3D Human Pose Estimation with 2D Marginal Heatmaps | 2018-06-05 | Code |
| 53 | HybrIK | 46.9 | No | HybrIK: A Hybrid Analytical-Neural Inverse Kinem... | 2020-11-30 | Code |
| 54 | Skeletal GNN | 46.2 | No | Learning Skeletal Graph Neural Networks for Hard... | 2021-08-16 | - |
| 55 | EvoSkeleton | 46.1 | No | Cascaded deep monocular 3D human pose estimation... | 2020-06-14 | Code |
| 56 | Graph Stacked Hourglass Network | 45.8 | No | Graph Stacked Hourglass Networks for 3D Human Po... | 2021-03-30 | Code |
| 57 | XNect (SelecSLS) | 45.3 | No | XNect: Real-time Multi-Person 3D Motion Capture ... | 2019-07-01 | Code |
| 58 | PoseLifter | 45.1 | No | PoseLifter: Absolute 3D human pose lifting netwo... | 2019-10-26 | Code |
| 59 | SSP-Net | 44.3 | No | SSP-Net: Scalable Sequential Pyramid Networks fo... | 2020-09-04 | - |
| 60 | SRNET | 43.8 | No | SRNet: Improving Generalization in 3D Human Pose... | 2020-07-18 | Code |
| 61 | DynaBOA | 43.1 | No | Out-of-Domain Human Mesh Reconstruction via Dyna... | 2021-11-07 | Code |
| 62 | ContextPose | 42.7 | No | Context Modeling in 3D Human Pose Estimation: A ... | 2021-03-29 | Code |
| 63 | Pose Consensus (monocular) | 42.1 | No | Consensus-based Optimization for 3D Human Pose E... | 2019-11-21 | Code |
| 64 | VNect (ResNet 50 GT) | 41.6 | No | VNect: Real-time 3D Human Pose Estimation with a... | 2017-05-03 | Code |
| 65 | Mehta | 40.8 | No | Monocular 3D Human Pose Estimation In The Wild U... | 2016-11-29 | - |
| 66 | DC-GNet | 40.7 | No | DC-GNet: Deep Mesh Relation Capturing Graph Conv... | 2021-08-27 | - |
| 67 | PONet | 40.6 | No | PONet: Robust 3D Human Pose Estimation via Learn... | 2021-12-21 | - |
| 68 | VNect (Augm.) | 40.4 | No | VNect: Real-time 3D Human Pose Estimation with a... | 2017-05-03 | Code |
| 69 | Mehta | 39.3 | No | Monocular 3D Human Pose Estimation In The Wild U... | 2016-11-29 | - |
| 70 | HEMlets Pose | 38 | No | HEMlets Pose: Learning Part-Centric Heatmap Trip... | 2019-10-26 | - |
| 71 | Single-Shot Multi-Person | 37.8 | No | Single-Shot Multi-Person 3D Pose Estimation From... | 2017-12-09 | Code |
| 72 | SPIN | 37.1 | No | Learning to Reconstruct 3D Human Pose and Shape ... | 2019-09-27 | Code |
| 73 | HMR | 36.5 | No | End-to-end Recovery of Human Shape and Pose | 2017-12-18 | Code |
| 74 | 2D-3D Lifting Network | 36.3 | No | Unsupervised 3D Pose Estimation with Geometric S... | 2019-04-09 | - |
| 75 | Ordinal Depth Supervision | 35.3 | No | Ordinal Depth Supervision for 3D Human Pose Esti... | 2018-05-10 | Code |
| 76 | Stereoscopic View Synthesis Subnetwork | 33.8 | No | Generalizing Monocular 3D Human Pose Estimation ... | 2019-04-11 | Code |
| 77 | OriNet | 32.1 | No | OriNet: A Fully Convolutional Network for 3D Hum... | 2018-11-12 | Code |
| 78 | Adversarial Learning | 32 | No | 3D Human Pose Estimation in the Wild by Adversar... | 2018-03-26 | - |