3D on AGORA

Metric: B-NMJE (higher is better)

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#	Model↕	B-NMJE▼	Augmentations	Paper	Date↕	Code
1	SMPLify-X	256.5	No	Expressive Body Capture: 3D Hands, Face, and Bod...	2019-04-11	Code
2	HMR	226	No	End-to-end Recovery of Human Shape and Pose	2017-12-18	Code
3	HMR	226	No	End-to-end Recovery of Human Shape and Pose	2017-12-18	Code
4	SPIN	223.1	No	Learning to Reconstruct 3D Human Pose and Shape ...	2019-09-27	Code
5	SPIN	223.1	No	Learning to Reconstruct 3D Human Pose and Shape ...	2019-09-27	Code
6	ExPose	183.4	No	Monocular Expressive Body Regression through Bod...	2020-08-20	Code
7	PARE	174	No	PARE: Part Attention Regressor for 3D Human Body...	2021-04-17	Code
8	PARE	174	No	PARE: Part Attention Regressor for 3D Human Body...	2021-04-17	Code
9	PIXIE	171.1	No	Collaborative Regression of Expressive Bodies us...	2021-05-11	Code
10	SPEC	133.7	No	SPEC: Seeing People in the Wild with an Estimate...	2021-10-01	Code
11	SPEC	133.7	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	110.4	No	Multi-Person 3D Pose and Shape Estimation via In...	2022-10-24	Code
13	PyMAF-X	93.5	Yes	PyMAF-X: Towards Well-aligned Full-body Model Re...	2022-07-13	Code
14	PyMAF	92.6	Yes	PyMAF: 3D Human Pose and Shape Regression with P...	2021-03-30	Code
15	HybrIK	84.6	No	HybrIK-X: Hybrid Analytical-Neural Inverse Kinem...	2023-04-12	Code
16	W-HMR	75.4	Yes	W-HMR: Monocular Human Mesh Recovery in World Sp...	2023-11-29	Code
17	NIKI (Twist-and-Swing)	74	No	NIKI: Neural Inverse Kinematics with Invertible ...	2023-05-15	Code
18	HybrIK-X	72.3	No	HybrIK-X: Hybrid Analytical-Neural Inverse Kinem...	2023-04-12	Code

#1SMPLify-XSOTA
256.5
B-NMJE· 2019-04-11
Expressive Body Capture: 3D Hands, Face, and Body from a Single Image Code
#2HMRSOTA
226
B-NMJE· 2017-12-18
End-to-end Recovery of Human Shape and Pose Code
#3HMR
226
B-NMJE· 2017-12-18
End-to-end Recovery of Human Shape and Pose Code
#4SPIN
223.1
B-NMJE· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop Code
#5SPIN
223.1
B-NMJE· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop Code
#6ExPose
183.4
B-NMJE· 2020-08-20
Monocular Expressive Body Regression through Body-Driven Attention Code
#7PARE
174
B-NMJE· 2021-04-17
PARE: Part Attention Regressor for 3D Human Body Estimation Code
#8PARE
174
B-NMJE· 2021-04-17
PARE: Part Attention Regressor for 3D Human Body Estimation Code
#9PIXIE
171.1
B-NMJE· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation Code
#10SPEC
133.7
B-NMJE· 2021-10-01
SPEC: Seeing People in the Wild with an Estimated Camera Code
#11SPEC
133.7
B-NMJE· 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
110.4
B-NMJE· 2022-10-24
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement Code
#13PyMAF-X
93.5
B-NMJE· Augmentations· 2022-07-13
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images Code
#14PyMAF
92.6
B-NMJE· Augmentations· 2021-03-30
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop Code
#15HybrIK
84.6
B-NMJE· 2023-04-12
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery Code
#16W-HMR
75.4
B-NMJE· Augmentations· 2023-11-29
W-HMR: Monocular Human Mesh Recovery in World Space with Weak-Supervised Calibration Code
#17NIKI (Twist-and-Swing)
74
B-NMJE· 2023-05-15
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation Code
#18HybrIK-X
72.3
B-NMJE· 2023-04-12
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery Code