| 1 | VNect (Augm.) | 124.7 | No | VNect: Real-time 3D Human Pose Estimation with a... | 2017-05-03 | Code |
| 2 | HMR | 124.2 | No | End-to-end Recovery of Human Shape and Pose | 2017-12-18 | Code |
| 3 | GeoRep | 122.4 | No | Weakly-Supervised 3D Human Pose Learning via Mul... | 2020-03-17 | - |
| 4 | Single-Shot Multi-Person | 122.2 | No | Single-Shot Multi-Person 3D Pose Estimation From... | 2017-12-09 | Code |
| 5 | Triangulation | 118.4 | No | On Triangulation as a Form of Self-Supervision f... | 2022-03-29 | - |
| 6 | Mehta | 117.6 | No | Monocular 3D Human Pose Estimation In The Wild U... | 2016-11-29 | - |
| 7 | PONet | 115 | No | PONet: Robust 3D Human Pose Estimation via Learn... | 2021-12-21 | - |
| 8 | GeoRep (semi-supervised) | 113.8 | No | Weakly-Supervised 3D Human Pose Learning via Mul... | 2020-03-17 | - |
| 9 | Pose Consensus (monocular) | 112.1 | No | Consensus-based Optimization for 3D Human Pose E... | 2019-11-21 | Code |
| 10 | GeoRep (fully-supervised) | 110.8 | No | Weakly-Supervised 3D Human Pose Learning via Mul... | 2020-03-17 | - |
| 11 | XFormer (HRNet) | 109.8 | No | XFormer: Fast and Accurate Monocular 3D Body Cap... | 2023-05-18 | - |
| 12 | EpipolarPose (fully-supervised) | 108.99 | No | Self-Supervised Learning of 3D Human Pose using ... | 2019-03-06 | Code |
| 13 | SPIN | 105.2 | No | Learning to Reconstruct 3D Human Pose and Shape ... | 2019-09-27 | Code |
| 14 | DSR | 104.7 | No | Learning to Regress Bodies from Images using Dif... | 2021-10-07 | Code |
| 15 | CanonPose | 104 | No | CanonPose: Self-Supervised Monocular 3D Human Po... | 2020-11-30 | Code |
| 16 | RSC-Net | 103.36 | No | 3D Human Shape and Pose from a Single Low-Resolu... | 2020-07-27 | Code |
| 17 | DynaBOA | 101.5 | No | Out-of-Domain Human Mesh Reconstruction via Dyna... | 2021-11-07 | Code |
| 18 | EvoSkeleton | 99.7 | No | Cascaded deep monocular 3D human pose estimation... | 2020-06-14 | Code |
| 19 | XNect (SelecSLS) | 98.4 | No | XNect: Real-time Multi-Person 3D Motion Capture ... | 2019-07-01 | Code |
| 20 | RepNet (3DHP) | 97.8 | No | RepNet: Weakly Supervised Training of an Adversa... | 2019-02-26 | Code |
| 21 | DDT | 97.8 | No | DiffMesh: A Motion-aware Diffusion Framework for... | 2023-03-23 | - |
| 22 | TCMR (T=16 w/o 3DPW) | 97.4 | No | Beyond Static Features for Temporally Consistent... | 2020-11-17 | Code |
| 23 | MoCap-SPIN + PoseBERT | 97.4 | No | Leveraging MoCap Data for Human Mesh Recovery | 2021-10-18 | Code |
| 24 | TCMR (T=16 w/o H3.6M) | 97.3 | No | Beyond Static Features for Temporally Consistent... | 2020-11-17 | Code |
| 25 | DC-GNet | 97.2 | No | DC-GNet: Deep Mesh Relation Capturing Graph Conv... | 2021-08-27 | - |
| 26 | SSP-Net | 96.8 | No | SSP-Net: Scalable Sequential Pyramid Networks fo... | 2020-09-04 | - |
| 27 | MPS-Net (T=16) | 96.7 | No | Capturing Humans in Motion: Temporal-Attentive 3... | 2022-03-16 | - |
| 28 | VIBE | 96.6 | No | VIBE: Video Inference for Human Body Pose and Sh... | 2019-12-11 | Code |
| 29 | TePose (T=6 3DPW) | 96.2 | No | Live Stream Temporally Embedded 3D Human Body Po... | 2022-07-25 | Code |
| 30 | STR | 95.3 | No | Spatio-temporal Tendency Reasoning for Human Bod... | 2022-10-07 | - |
| 31 | LMR | 94.6 | No | Learning Local Recurrent Models for Human Mesh R... | 2021-07-27 | - |
| 32 | Self-Attentive | 94.3 | No | Self-Attentive 3D Human Pose and Shape Estimatio... | 2021-03-26 | - |
| 33 | TAPE (T=16) | 94 | No | TAPE: Temporal Attention-based Probabilistic hum... | 2023-04-29 | Code |
| 34 | GLoT | 93.9 | No | Global-to-Local Modeling for Video-based 3D Huma... | 2023-03-26 | Code |
| 35 | DST-VIBE | 93.4 | No | Deep Two-Stream Video Inference for Human Body P... | 2021-10-22 | - |
| 36 | Multi-view Temporal self-supervised | 93 | No | Learning Temporal 3D Human Pose Estimation with ... | 2021-10-14 | Code |
| 37 | RepNet (H36M) | 92.5 | No | RepNet: Weakly Supervised Training of an Adversa... | 2019-02-26 | Code |
| 38 | MargiPose (multi-crop) | 91.3 | No | 3D Human Pose Estimation with 2D Marginal Heatmaps | 2018-06-05 | Code |
| 39 | HybrIK (HRNet-W48) | 91 | No | HybrIK-X: Hybrid Analytical-Neural Inverse Kinem... | 2023-04-12 | Code |
| 40 | HybrIK | 91 | No | HybrIK: A Hybrid Analytical-Neural Inverse Kinem... | 2020-11-30 | Code |
| 41 | IKOL | 88.8 | No | IKOL: Inverse kinematics optimization layer for ... | 2023-02-02 | Code |
| 42 | HybrIK-Transformer (HrNet-48) | 86.2 | No | 3D Human Pose and Shape Estimation via HybrIK-Tr... | 2023-02-09 | Code |
| 43 | TAR (N=9) | 85.9 | No | Temporal-Aware Refinement for Video-based Human ... | 2023-11-16 | - |
| 44 | MAED | 83.6 | No | Encoder-decoder with Multi-level Attention for 3... | 2021-09-06 | Code |
| 45 | Trajectory Space Factorization (F=25) | 79.8 | No | Trajectory Space Factorization for Deep Video-Ba... | 2019-08-22 | Code |
| 46 | PoseTriplet | 79.5 | No | PoseTriplet: Co-evolving 3D Human Pose Estimatio... | 2022-03-29 | Code |
| 47 | PoseGU | 79.1 | No | PoseGU: 3D Human Pose Estimation with Novel Huma... | 2022-07-07 | - |
| 48 | Anatomy3D (T=243) | 79.1 | No | Anatomy-aware 3D Human Pose Estimation with Bone... | 2020-02-24 | Code |
| 49 | Anatomy3D (T=81) | 78.8 | No | Anatomy-aware 3D Human Pose Estimation with Bone... | 2020-02-24 | Code |
| 50 | PoseFormer (9 frames) | 77.1 | No | 3D Human Pose Estimation with Spatial and Tempor... | 2021-03-18 | Code |
| 51 | HR-Net+ST-GCN+PoseAug | 76.6 | No | PoseAug: A Differentiable Pose Augmentation Fram... | 2021-05-06 | Code |
| 52 | CrossFormer | 76.3 | No | CrossFormer: Cross Spatio-Temporal Transformer f... | 2022-03-24 | Code |
| 53 | DG-Net (T=4) | 76 | No | Learning Dynamical Human-Joint Affinity for 3D P... | 2021-09-15 | - |
| 54 | HR-Net+VPose+PoseAug | 73.2 | No | PoseAug: A Differentiable Pose Augmentation Fram... | 2021-05-06 | Code |
| 55 | VPose+PoseAug | 73 | No | PoseAug: A Differentiable Pose Augmentation Fram... | 2021-05-06 | Code |
| 56 | ARTS (Resnet50 L=16) | 71.8 | No | ARTS: Semi-Analytical Regressor using Disentangl... | 2024-10-21 | Code |
| 57 | PoseAug (+Extra2D) | 71.1 | No | PoseAug: A Differentiable Pose Augmentation Fram... | 2021-05-06 | Code |
| 58 | UGCN | 68.1 | No | Motion Guided 3D Pose Estimation from Videos | 2020-04-29 | Code |
| 59 | PLIKS (HR48) | 67.6 | No | PLIKS: A Pseudo-Linear Inverse Kinematic Solver ... | 2022-11-21 | Code |
| 60 | PoseDA | 61.3 | No | Global Adaptation meets Local Generalization: Un... | 2023-03-29 | Code |
| 61 | MHFormer | 58 | No | MHFormer: Multi-Hypothesis Transformer for 3D Hu... | 2021-11-24 | Code |
| 62 | MixSTE (T=1) | 57.9 | No | MixSTE: Seq2seq Mixed Spatio-Temporal Encoder fo... | 2022-03-02 | Code |
| 63 | ZeDO (S=50) | 55.2 | No | Back to Optimization: Diffusion-based Zero-Shot ... | 2023-07-07 | Code |
| 64 | MixSTE (T=27) | 54.9 | No | MixSTE: Seq2seq Mixed Spatio-Temporal Encoder fo... | 2022-03-02 | Code |
| 65 | ConvFormer | 53.6 | No | ConvFormer: Parameter Reduction in Transformer M... | 2023-04-04 | Code |
| 66 | Ray3D (T=9 CPN H36M+HEva+3DHP) | 46.6 | No | Ray3D: ray-based 3D human pose estimation for mo... | 2022-03-22 | Code |
| 67 | (R50-224) LMT | 45.87 | No | Learnable human mesh triangulation for 3D human ... | 2022-08-24 | - |
| 68 | U-CondDGConv | 42.5 | No | Conditional Directed Graph Convolution for 3D Hu... | 2021-07-16 | Code |
| 69 | RTPCA | 40.5 | No | Refined Temporal Pyramidal Compression-and-Ampli... | 2023-09-04 | Code |
| 70 | LMT R152 384x384 | 33.7 | No | Learnable human mesh triangulation for 3D human ... | 2022-08-24 | - |
| 71 | P-STMO (N=81) | 32.2 | No | P-STMO: Pre-Trained Spatial Temporal Many-to-One... | 2022-03-15 | Code |
| 72 | D3DP (N=243, H=20, K=20, J-Agg) | 29.7 | No | Diffusion-Based 3D Human Pose Estimation with Mu... | 2023-03-21 | Code |
| 73 | DiffPose | 29.1 | No | DiffPose: Toward More Reliable 3D Pose Estimation | 2022-11-30 | Code |
| 74 | HSTFormer (T=81) | 28.3 | No | HSTFormer: Hierarchical Spatial-Temporal Transfo... | 2023-01-18 | - |
| 75 | Fusionformer (f=9) | 28.2 | No | (Fusionformer):Exploiting the Joint Motion Syner... | 2022-10-08 | - |
| 76 | PoseFormerV2 (T=81) | 27.8 | No | PoseFormerV2: Exploring Frequency Domain for Eff... | 2023-03-30 | Code |
| 77 | GLA-GCN (T=81) | 27.76 | No | GLA-GCN: Global-local Adaptive Graph Convolution... | 2023-07-12 | Code |
| 78 | STCFormer (T=81) | 23.1 | No | - | - | Code |
| 79 | MotionAGFormer-XS (T=27) | 19.2 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 80 | MotionAGFormer-B (T=81) | 18.2 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 81 | TCPFormer (T=27) | 17.8 | No | TCPFormer: Learning Temporal Correlation with Im... | 2025-01-03 | Code |
| 82 | MotionAGFormer-S (T=81) | 17.1 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 83 | KTPFormer | 16.7 | No | KTPFormer: Kinematics and Trajectory Prior Knowl... | 2024-03-31 | Code |
| 84 | MotionAGFormer-L (T=81) | 16.2 | No | MotionAGFormer: Enhancing 3D Human Pose Estimati... | 2023-10-25 | Code |
| 85 | TCPFormer (T=81) | 15 | No | TCPFormer: Learning Temporal Correlation with Im... | 2025-01-03 | Code |