3D on AGORA

Metric: B-NMVE (higher is better)

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#	Model↕	B-NMVE▼	Augmentations	Paper	Date↕	Code
1	SMPLify-X	263.3	No	Expressive Body Capture: 3D Hands, Face, and Bod...	2019-04-11	Code
2	HMR	217	No	End-to-end Recovery of Human Shape and Pose	2017-12-18	Code
3	HMR	217	No	End-to-end Recovery of Human Shape and Pose	2017-12-18	Code
4	SPIN	216.3	No	Learning to Reconstruct 3D Human Pose and Shape ...	2019-09-27	Code
5	SPIN	216.3	No	Learning to Reconstruct 3D Human Pose and Shape ...	2019-09-27	Code
6	ExPose	184.8	No	Monocular Expressive Body Regression through Bod...	2020-08-20	Code
7	PIXIE	173.4	No	Collaborative Regression of Expressive Bodies us...	2021-05-11	Code
8	PARE	167.7	No	PARE: Part Attention Regressor for 3D Human Body...	2021-04-17	Code
9	PARE	167.7	No	PARE: Part Attention Regressor for 3D Human Body...	2021-04-17	Code
10	SPEC	126.8	No	SPEC: Seeing People in the Wild with an Estimate...	2021-10-01	Code
11	SPEC	126.8	No	SPEC: Seeing People in the Wild with an Estimate...	2021-10-01	Code
12	Multi-Person 3D Pose and Shape Estimationvia Inverse Kinematics and Refinement	104.5	No	Multi-Person 3D Pose and Shape Estimation via In...	2022-10-24	Code
13	PyMAF-X	94.4	Yes	PyMAF-X: Towards Well-aligned Full-body Model Re...	2022-07-13	Code
14	PyMAF	87.3	Yes	PyMAF: 3D Human Pose and Shape Regression with P...	2021-03-30	Code
15	OSX	85.3	No	One-Stage 3D Whole-Body Mesh Recovery with Compo...	2023-03-28	Code
16	HybrIK	81.2	No	HybrIK-X: Hybrid Analytical-Neural Inverse Kinem...	2023-04-12	Code
17	HybrIK-X	73.7	No	HybrIK-X: Hybrid Analytical-Neural Inverse Kinem...	2023-04-12	Code
18	W-HMR	70.4	Yes	W-HMR: Monocular Human Mesh Recovery in World Sp...	2023-11-29	Code
19	NIKI (Twist-and-Swing)	70.2	No	NIKI: Neural Inverse Kinematics with Invertible ...	2023-05-15	Code
20	SMPLer-X	68.3	No	SMPLer-X: Scaling Up Expressive Human Pose and S...	2023-09-29	Code

#1SMPLify-XSOTA
263.3
B-NMVE· 2019-04-11
Expressive Body Capture: 3D Hands, Face, and Body from a Single Image Code
#2HMRSOTA
217
B-NMVE· 2017-12-18
End-to-end Recovery of Human Shape and Pose Code
#3HMR
217
B-NMVE· 2017-12-18
End-to-end Recovery of Human Shape and Pose Code
#4SPIN
216.3
B-NMVE· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop Code
#5SPIN
216.3
B-NMVE· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop Code
#6ExPose
184.8
B-NMVE· 2020-08-20
Monocular Expressive Body Regression through Body-Driven Attention Code
#7PIXIE
173.4
B-NMVE· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation Code
#8PARE
167.7
B-NMVE· 2021-04-17
PARE: Part Attention Regressor for 3D Human Body Estimation Code
#9PARE
167.7
B-NMVE· 2021-04-17
PARE: Part Attention Regressor for 3D Human Body Estimation Code
#10SPEC
126.8
B-NMVE· 2021-10-01
SPEC: Seeing People in the Wild with an Estimated Camera Code
#11SPEC
126.8
B-NMVE· 2021-10-01
SPEC: Seeing People in the Wild with an Estimated Camera Code
#12Multi-Person 3D Pose and Shape Estimationvia Inverse Kinematics and Refinement
104.5
B-NMVE· 2022-10-24
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement Code
#13PyMAF-X
94.4
B-NMVE· Augmentations· 2022-07-13
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images Code
#14PyMAF
87.3
B-NMVE· Augmentations· 2021-03-30
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop Code
#15OSX
85.3
B-NMVE· 2023-03-28
One-Stage 3D Whole-Body Mesh Recovery with Component Aware Transformer Code
#16HybrIK
81.2
B-NMVE· 2023-04-12
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery Code
#17HybrIK-X
73.7
B-NMVE· 2023-04-12
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery Code
#18W-HMR
70.4
B-NMVE· Augmentations· 2023-11-29
W-HMR: Monocular Human Mesh Recovery in World Space with Weak-Supervised Calibration Code
#19NIKI (Twist-and-Swing)
70.2
B-NMVE· 2023-05-15
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation Code
#20SMPLer-X
68.3
B-NMVE· 2023-09-29
SMPLer-X: Scaling Up Expressive Human Pose and Shape Estimation Code