3D on Human3.6M

Metric: Frames Needed (higher is better)

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#	Model↕	Frames Needed▼	Augmentations	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	-

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