| 1 | Simple-baseline | 157 | No | A simple yet effective baseline for 3d human pos... | 2017-05-08 | Code |
| 2 | SMPLify | 106.8 | No | Keep it SMPL: Automatic Estimation of 3D Human P... | 2016-07-27 | Code |
| 3 | TP-Net | 92.2 | No | Learning 3D Human Pose from Structure and Motion | 2017-11-25 | Code |
| 4 | MVM | 78.2 | No | Multi-View Matching (MVM): Facilitating Multi-Pe... | 2020-04-11 | - |
| 5 | PONet | 76.2 | No | PONet: Robust 3D Human Pose Estimation via Learn... | 2021-12-21 | - |
| 6 | ISO | 75.8 | No | Inference Stage Optimization for Cross-scenario ... | 2020-07-04 | - |
| 7 | HR-Net+ST-GCN+PoseAug | 73.2 | No | PoseAug: A Differentiable Pose Augmentation Fram... | 2021-05-06 | Code |
| 8 | HMMR (T=20) | 72.6 | No | Learning 3D Human Dynamics from Video | 2018-12-04 | Code |
| 9 | Non-Local Latent Relation Distillation | 72.1 | No | Non-Local Latent Relation Distillation for Self-... | 2022-04-05 | - |
| 10 | Spatio-Temporal Network (T=128) | 71.8 | No | 3D Human Pose Estimation using Spatio-Temporal N... | 2020-04-07 | - |
| 11 | PoseTriplet | 69.5 | No | PoseTriplet: Co-evolving 3D Human Pose Estimatio... | 2022-03-29 | Code |
| 12 | PC-HMR | 66.9 | No | PC-HMR: Pose Calibration for 3D Human Mesh Recov... | 2021-03-16 | - |
| 13 | STRAPS | 66.8 | No | Synthetic Training for Accurate 3D Human Pose an... | 2020-09-21 | Code |
| 14 | HW-HuP | 66.1 | No | Heuristic Weakly Supervised 3D Human Pose Estima... | 2021-05-23 | Code |
| 15 | UniHPE-w48 | 65.7 | No | UniHPE: Towards Unified Human Pose Estimation vi... | 2023-11-24 | - |
| 16 | ProHMR | 65 | No | Probabilistic Modeling for Human Mesh Recovery | 2021-08-26 | Code |
| 17 | GnTCN | 64.2 | No | Graph and Temporal Convolutional Networks for 3D... | 2020-12-22 | Code |
| 18 | BMP | 63.8 | No | Body Meshes as Points | 2021-05-06 | Code |
| 19 | PoseNet3D | 63.2 | No | PoseNet3D: Learning Temporally Consistent 3D Hum... | 2020-03-07 | Code |
| 20 | SHAPY (SMPL-X) | 62.6 | No | Accurate 3D Body Shape Regression using Metric a... | 2022-06-14 | Code |
| 21 | Dual network | 61.7 | No | Dual networks based 3D Multi-Person Pose Estimat... | 2022-05-02 | Code |
| 22 | Prob3DHumans | 61 | No | Probabilistic 3D Human Shape and Pose Estimation... | 2021-03-19 | - |
| 23 | ExPose | 60.7 | No | Monocular Expressive Body Regression through Bod... | 2020-08-20 | Code |
| 24 | MUG | 60.5 | No | MUG: Multi-human Graph Network for 3D Mesh Recon... | 2022-05-25 | - |
| 25 | FrankMocap | 60 | No | FrankMocap: A Monocular 3D Whole-Body Pose Estim... | 2021-08-13 | Code |
| 26 | THUNDR (WS) | 59.9 | No | THUNDR: Transformer-based 3D HUmaN Reconstructio... | 2021-06-17 | - |
| 27 | Biggs [3] | 59.9 | No | Probabilistic Modeling for Human Mesh Recovery | 2021-08-26 | Code |
| 28 | BeyondWeak | 59.7 | No | Beyond Weak Perspective for Monocular 3D Human P... | 2020-09-14 | - |
| 29 | SPIN | 59.2 | No | Learning to Reconstruct 3D Human Pose and Shape ... | 2019-09-27 | Code |
| 30 | RSC-Net | 58.98 | No | 3D Human Shape and Pose from a Single Low-Resolu... | 2020-07-27 | Code |
| 31 | GTRS | 58.9 | No | A Lightweight Graph Transformer Network for Huma... | 2021-11-24 | Code |
| 32 | LASOR | 57.9 | No | LASOR: Learning Accurate 3D Human Pose and Shape... | 2021-08-01 | Code |
| 33 | HUND (FS+SS) | 57.5 | No | Neural Descent for Visual 3D Human Pose and Shape | 2020-08-16 | - |
| 34 | 3DCrowdNet | 55.8 | No | Learning to Estimate Robust 3D Human Mesh from I... | 2021-04-15 | Code |
| 35 | TCMR (T=16 w/o 3DPW) | 55.8 | No | Beyond Static Features for Temporally Consistent... | 2020-11-17 | Code |
| 36 | TUCH | 55.5 | No | On Self-Contact and Human Pose | 2021-04-07 | Code |
| 37 | ProHMR + fitting | 55.1 | No | Probabilistic Modeling for Human Mesh Recovery | 2021-08-26 | Code |
| 38 | DaNet-DensePose2SMPL | 54.8 | No | Learning 3D Human Shape and Pose from Dense Body... | 2019-12-31 | Code |
| 39 | Hand4Whole | 54.4 | No | Accurate 3D Hand Pose Estimation for Whole-Body ... | 2020-11-23 | Code |
| 40 | BlanketGen | 53.96 | No | BlanketGen - A synthetic blanket occlusion augme... | 2022-10-21 | - |
| 41 | Hierarchical Probabilistic Humans | 53.6 | No | Hierarchical Kinematic Probability Distributions... | 2021-10-03 | Code |
| 42 | HuManiFlow | 53.4 | No | HuManiFlow: Ancestor-Conditioned Normalising Flo... | 2023-05-11 | Code |
| 43 | DDT | 53.3 | No | DiffMesh: A Motion-aware Diffusion Framework for... | 2023-03-23 | - |
| 44 | SPEC | 53.2 | No | SPEC: Seeing People in the Wild with an Estimate... | 2021-10-01 | Code |
| 45 | MoCap-SPIN + PoseBERT | 52.9 | No | Leveraging MoCap Data for Human Mesh Recovery | 2021-10-18 | Code |
| 46 | CLIFF | 52.7 | No | 3D Human Reconstruction in the Wild with Synthet... | 2024-03-17 | - |
| 47 | TCMR (T=16 w/o H3.6M) | 52.7 | No | Beyond Static Features for Temporally Consistent... | 2020-11-17 | Code |
| 48 | STR | 52.4 | No | Spatio-temporal Tendency Reasoning for Human Bod... | 2022-10-07 | - |
| 49 | MION | 52.34 | No | Multi-initialization Optimization Network for Ac... | 2021-12-24 | - |
| 50 | TePose (T=6) | 52.3 | No | Live Stream Temporally Embedded 3D Human Body Po... | 2022-07-25 | Code |
| 51 | MPS-Net (T=16) | 52.1 | No | Capturing Humans in Motion: Temporal-Attentive 3... | 2022-03-16 | - |
| 52 | VIBE | 51.9 | No | VIBE: Video Inference for Human Body Pose and Sh... | 2019-12-11 | Code |
| 53 | CHOMP | 51.7 | No | Occluded Human Body Capture with Self-Supervised... | 2022-07-12 | Code |
| 54 | EFT | 51.6 | No | Exemplar Fine-Tuning for 3D Human Model Fitting ... | 2020-04-07 | Code |
| 55 | UniHPE (GT) | 51.6 | No | UniHPE: Towards Unified Human Pose Estimation vi... | 2023-11-24 | - |
| 56 | TAPE (T=16) | 51.5 | No | TAPE: Temporal Attention-based Probabilistic hum... | 2023-04-29 | Code |
| 57 | THUNDR | 51.5 | No | THUNDR: Transformer-based 3D HUmaN Reconstructio... | 2021-06-17 | - |
| 58 | Wenshuo et a;. | 51.4 | No | Decomposed Human Motion Prior for Video Pose Est... | 2023-05-30 | - |
| 59 | LMR | 51.2 | No | Learning Local Recurrent Models for Human Mesh R... | 2021-07-27 | - |
| 60 | KAMA | 51.1 | No | KAMA: 3D Keypoint Aware Body Mesh Articulation | 2021-04-27 | - |
| 61 | CycleAdapt (w/o 2D GT) | 51.1 | No | Cyclic Test-Time Adaptation on Monocular Video f... | 2023-08-12 | Code |
| 62 | GLoT | 50.6 | No | Global-to-Local Modeling for Video-based 3D Huma... | 2023-03-26 | Code |
| 63 | Self-Attentive | 50.4 | No | Self-Attentive 3D Human Pose and Shape Estimatio... | 2021-03-26 | - |
| 64 | DST-VIBE | 50.3 | No | Deep Two-Stream Video Inference for Human Body P... | 2021-10-22 | - |
| 65 | FS+WS+OPT(KA+BA+S, 16 frames) | 49.8 | No | Weakly Supervised 3D Human Pose and Shape Recons... | 2020-03-23 | - |
| 66 | MeTRAbs | 49.7 | No | MeTRAbs: Metric-Scale Truncation-Robust Heatmaps... | 2020-07-12 | Code |
| 67 | BOA (w/ 2D GT) | 49.5 | No | Bilevel Online Adaptation for Out-of-Domain Huma... | 2021-03-30 | Code |
| 68 | SEFD | 49.39 | No | - | - | Code |
| 69 | TCFormer | 49.3 | No | Not All Tokens Are Equal: Human-centric Visual A... | 2022-04-19 | Code |
| 70 | MotionBERT (Finetune) | 47.2 | No | MotionBERT: A Unified Perspective on Learning Hu... | 2022-10-12 | Code |
| 71 | ARTS (Resnet50 L=16) | 46.5 | No | ARTS: Semi-Analytical Regressor using Disentangl... | 2024-10-21 | Code |
| 72 | DeciWatch-PARE | 46.4 | No | DeciWatch: A Simple Baseline for 10x Efficient 2... | 2022-03-16 | Code |
| 73 | IVT (f=5) | 46 | No | IVT: An End-to-End Instance-guided Video Transfo... | 2022-08-06 | - |
| 74 | HeatER | 45.9 | No | FeatER: An Efficient Network for Human Reconstru... | 2022-05-30 | Code |
| 75 | XFormer (HRNet) | 45.7 | No | XFormer: Fast and Accurate Monocular 3D Body Cap... | 2023-05-18 | - |
| 76 | ImpHMR | 45.4 | No | Implicit 3D Human Mesh Recovery using Consistenc... | 2023-06-30 | - |
| 77 | OSX | 45.1 | No | One-Stage 3D Whole-Body Mesh Recovery with Compo... | 2023-03-28 | Code |
| 78 | HybrIK | 45 | No | HybrIK: A Hybrid Analytical-Neural Inverse Kinem... | 2020-11-30 | Code |
| 79 | POTTER | 44.8 | No | POTTER: Pooling Attention Transformer for Effici... | 2023-03-23 | Code |
| 80 | IKOL | 44.5 | No | IKOL: Inverse kinematics optimization layer for ... | 2023-02-02 | Code |
| 81 | HMR 2.0 | 44.4 | No | Humans in 4D: Reconstructing and Tracking Humans... | 2023-05-31 | Code |
| 82 | DeFormer | 44.3 | No | - | - | Code |
| 83 | TokenHMR (SD + ITW + BL) | 44.3 | No | TokenHMR: Advancing Human Mesh Recovery with a T... | 2024-04-25 | Code |
| 84 | RemoCap | 44.1 | No | RemoCap: Disentangled Representation Learning fo... | 2024-05-21 | - |
| 85 | SEFD_GT | 43.79 | No | - | - | Code |
| 86 | PSVT | 43.5 | No | PSVT: End-to-End Multi-person 3D Pose and Shape ... | 2023-03-16 | - |
| 87 | SMPLer-L | 43.4 | No | SMPLer: Taming Transformers for Monocular 3D Hum... | 2024-04-23 | Code |
| 88 | MPT | 42.8 | No | MPT: Mesh Pre-Training with Transformers for Hum... | 2022-11-24 | Code |
| 89 | ZeDO (Cross Dataset) | 42.6 | No | Back to Optimization: Diffusion-based Zero-Shot ... | 2023-07-07 | Code |
| 90 | BoPR (HR-W48) | 42.5 | No | BoPR: Body-aware Part Regressor for Human Shape ... | 2023-03-21 | Code |
| 91 | HybrIK-Transformer (HrNet-48) | 42.3 | No | 3D Human Pose and Shape Estimation via HybrIK-Tr... | 2023-02-09 | Code |
| 92 | 3DHR-Co (w/ 2D GT) | 42.11 | No | 3DHR-Co: A Collaborative Test-time Refinement Fr... | 2023-10-02 | - |
| 93 | GenHMR | 42.1 | No | GenHMR: Generative Human Mesh Recovery | 2024-12-19 | - |
| 94 | PROM (CLIFF) | 42 | No | Learning Unorthogonalized Matrices for Rotation ... | 2023-12-01 | - |
| 95 | INT-2 (ResNet-50) | 42 | No | Capturing the motion of every joint: 3D human po... | 2023-03-01 | Code |
| 96 | CLIFF (3DPW+HumanWild+BEDLAM+AGORA) | 41.9 | No | 3D Human Reconstruction in the Wild with Synthet... | 2024-03-17 | - |
| 97 | HybrIK (HRNet-W48) | 41.8 | No | HybrIK-X: Hybrid Analytical-Neural Inverse Kinem... | 2023-04-12 | Code |
| 98 | VirtualMarker | 41.3 | No | 3D Human Mesh Estimation from Virtual Markers | 2023-03-21 | Code |
| 99 | PostoMETRO (ResNet-50) | 40.8 | No | PostoMETRO: Pose Token Enhanced Mesh Transformer... | 2024-03-19 | - |
| 100 | TAR (N=9) | 40.6 | No | Temporal-Aware Refinement for Video-based Human ... | 2023-11-16 | - |
| 101 | MotionBERT-HybrIK | 40.6 | No | MotionBERT: A Unified Perspective on Learning Hu... | 2022-10-12 | Code |
| 102 | NIKI (Twist-and-Swing) | 40.6 | No | NIKI: Neural Inverse Kinematics with Invertible ... | 2023-05-15 | Code |
| 103 | DynaBOA (w/ 2D GT) | 40.4 | No | Out-of-Domain Human Mesh Reconstruction via Dyna... | 2021-11-07 | Code |
| 104 | ZeDO (S=1,J=17) | 40.3 | No | Back to Optimization: Diffusion-based Zero-Shot ... | 2023-07-07 | Code |
| 105 | CycleAdapt (w/ 2D GT) | 39.9 | No | Cyclic Test-Time Adaptation on Monocular Video f... | 2023-08-12 | Code |
| 106 | Hulk(ViT-B) | 39.9 | No | Hulk: A Universal Knowledge Translator for Human... | 2023-12-04 | Code |
| 107 | Zolly (HRNet-w48) | 39.8 | No | Zolly: Zoom Focal Length Correctly for Perspecti... | 2023-03-24 | Code |
| 108 | PostoMETRO (HRNet-w48) | 39.8 | No | PostoMETRO: Pose Token Enhanced Mesh Transformer... | 2024-03-19 | - |
| 109 | BioPose | 39.5 | No | BioPose: Biomechanically-accurate 3D Pose Estima... | 2025-01-14 | - |
| 110 | Hulk(ViT-L) | 38.5 | No | Hulk: A Universal Knowledge Translator for Human... | 2023-12-04 | Code |
| 111 | TRACE | 37.8 | No | TRACE: 5D Temporal Regression of Avatars with Dy... | 2023-06-05 | Code |
| 112 | WHAM (ViT) | 35.9 | No | WHAM: Reconstructing World-grounded Humans with ... | 2023-12-12 | Code |
| 113 | ExtPose (-a, T=16) | 34 | No | - | - | - |