3D Human Pose Estimation on Human3.6M

Metric: Frames Needed (higher is better)

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#	Model↕	Frames Needed▼	Extra Data	Paper	Date↕	Code
1	Sparseness Meets Deepness	300	No	Sparseness Meets Deepness: 3D Human Pose Estimat...	2015-11-30	Code
2	MotionBERT (Finetune)	243	Yes	MotionBERT: A Unified Perspective on Learning Hu...	2022-10-12	Code
3	MotionAGFormer-L	243	No	MotionAGFormer: Enhancing 3D Human Pose Estimati...	2023-10-25	Code
4	MotionAGFormer-B	243	No	MotionAGFormer: Enhancing 3D Human Pose Estimati...	2023-10-25	Code
5	MotionBERT (Scratch)	243	No	MotionBERT: A Unified Perspective on Learning Hu...	2022-10-12	Code
6	D3DP	243	No	Diffusion-Based 3D Human Pose Estimation with Mu...	2023-03-21	Code
7	DDHPose	243	No	Disentangled Diffusion-Based 3D Human Pose Estim...	2024-03-07	Code
8	MixSTE (HRNet, T=243)	243	No	MixSTE: Seq2seq Mixed Spatio-Temporal Encoder fo...	2022-03-02	Code
9	KTPFormer	243	No	KTPFormer: Kinematics and Trajectory Prior Knowl...	2024-03-31	Code
10	P-STMO (N=243)	243	No	P-STMO: Pre-Trained Spatial Temporal Many-to-One...	2022-03-15	Code
11	Anatomy3D	243	No	Anatomy-aware 3D Human Pose Estimation with Bone...	2020-02-24	Code
12	RIE (T=243 CPN)	243	No	Improving Robustness and Accuracy via Relative I...	2021-07-29	Code
13	Attention3DHumanPose	243	No	-	-	Code
14	VideoPose3D (T=243)	243	No	3D human pose estimation in video with temporal ...	2018-11-28	Code
15	Bundle Adjustment	190	No	Exploiting temporal context for 3D human pose es...	2019-05-10	Code
16	Spatio-Temporal Network (T=128)	128	No	3D Human Pose Estimation using Spatio-Temporal N...	2020-04-07	-
17	MotionAGFormer-S	81	No	MotionAGFormer: Enhancing 3D Human Pose Estimati...	2023-10-25	Code
18	PoseFormer (T=81)	81	No	3D Human Pose Estimation with Spatial and Tempor...	2021-03-18	Code
19	Trajectory Space Factorization (50 frames)	50	No	Trajectory Space Factorization for Deep Video-Ba...	2019-08-22	Code
20	MotionAGFormer-XS	27	No	MotionAGFormer: Enhancing 3D Human Pose Estimati...	2023-10-25	Code
21	TP-Net	20	No	Learning 3D Human Pose from Structure and Motion	2017-11-25	Code
22	VIBE	16	No	VIBE: Video Inference for Human Body Pose and Sh...	2019-12-11	Code
23	Ray3D	9	No	Ray3D: ray-based 3D human pose estimation for mo...	2022-03-22	Code
24	HEMlets Pose (H36M+MPII)	1	No	HEMlets Pose: Learning Part-Centric Heatmap Trip...	2019-10-26	-
25	SRNET	1	No	SRNet: Improving Generalization in 3D Human Pose...	2020-07-18	Code
26	TAG-Net	1	No	Cascaded deep monocular 3D human pose estimation...	2020-06-14	Code
27	cross-dataset-evaluation	1	Yes	Predicting Camera Viewpoint Improves Cross-datas...	2020-04-07	-
28	Multimodal Mixture Density Networks	1	No	Generating Multiple Hypotheses for 3D Human Pose...	2019-04-11	Code
29	SemGCN	1	No	Semantic Graph Convolutional Networks for 3D Hum...	2019-04-06	Code
30	MultiPoseNet	1	No	Monocular 3D Human Pose Estimation by Generation...	2019-04-02	Code
31	Monocular Total Capture	1	No	Monocular Total Capture: Posing Face, Body, and ...	2018-12-04	Code
32	SIM (SH detections FT) (MA)	1	No	A simple yet effective baseline for 3d human pos...	2017-05-08	Code
33	SelecSLS	1	No	XNect: Real-time Multi-Person 3D Motion Capture ...	2019-07-01	Code
34	Weakly Supervised Transfer Learning	1	No	Towards 3D Human Pose Estimation in the Wild: a ...	2017-04-08	Code
35	GraphCMR	1	No	Convolutional Mesh Regression for Single-Image H...	2019-05-08	Code
36	Projected-pose belief maps + 2D fusion layers	1	No	Lifting from the Deep: Convolutional 3D Pose Est...	2017-01-01	Code
37	RepNet	1	No	RepNet: Weakly Supervised Training of an Adversa...	2019-02-26	Code
38	Dual-source approach	1	No	A Dual-Source Approach for 3D Human Pose Estimat...	2017-05-08	-
39	HMR	1	No	End-to-end Recovery of Human Shape and Pose	2017-12-18	Code
40	Neural Body Fitting (NBF)	1	No	Neural Body Fitting: Unifying Deep Learning and ...	2018-08-17	Code
41	SMPLify (dense)	1	No	Unite the People: Closing the Loop Between 3D an...	2017-01-10	Code
42	Ordinal Depth Supervision	1	No	Ordinal Depth Supervision for 3D Human Pose Esti...	2018-05-10	Code
43	Adversarial Learning	1	No	3D Human Pose Estimation in the Wild by Adversar...	2018-03-26	-
44	Moon et. al.	1	No	Camera Distance-aware Top-down Approach for 3D M...	2019-07-26	Code
45	PoseAug	1	No	PoseAug: A Differentiable Pose Augmentation Fram...	2021-05-06	Code
46	HEMlets Pose	1	Yes	HEMlets Pose: Learning Part-Centric Heatmap Trip...	2019-10-26	-