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AGORA
3D on AGORA
Metric: B-MVE (higher is better)
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Model name (A→Z)
#
Model
↕
B-MVE
▼
Augmentations
Paper
Date
↕
Code
1
SMPLify-X
187
No
Expressive Body Capture: 3D Hands, Face, and Bod...
2019-04-11
Code
2
HMR
173.6
No
End-to-end Recovery of Human Shape and Pose
2017-12-18
Code
3
HMR
173.6
No
End-to-end Recovery of Human Shape and Pose
2017-12-18
Code
4
SPIN
168.7
No
Learning to Reconstruct 3D Human Pose and Shape ...
2019-09-27
Code
5
SPIN
168.7
No
Learning to Reconstruct 3D Human Pose and Shape ...
2019-09-27
Code
6
ExPose
151.5
No
Monocular Expressive Body Regression through Bod...
2020-08-20
Code
7
PIXIE
142.2
No
Collaborative Regression of Expressive Bodies us...
2021-05-11
Code
8
PARE
140.9
No
PARE: Part Attention Regressor for 3D Human Body...
2021-04-17
Code
9
PARE
140.9
No
PARE: Part Attention Regressor for 3D Human Body...
2021-04-17
Code
10
SPEC
106.5
No
SPEC: Seeing People in the Wild with an Estimate...
2021-10-01
Code
11
SPEC
106.5
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
86.7
No
Multi-Person 3D Pose and Shape Estimation via In...
2022-10-24
Code
13
PyMAF-X
84
Yes
PyMAF-X: Towards Well-aligned Full-body Model Re...
2022-07-13
Code
14
PyMAF
78.6
Yes
PyMAF: 3D Human Pose and Shape Regression with P...
2021-03-30
Code
15
HybrIK
73.9
No
HybrIK-X: Hybrid Analytical-Neural Inverse Kinem...
2023-04-12
Code
16
HybrIK-X
68.5
No
HybrIK-X: Hybrid Analytical-Neural Inverse Kinem...
2023-04-12
Code
17
NIKI (Twist-and-Swing)
63.9
No
NIKI: Neural Inverse Kinematics with Invertible ...
2023-05-15
Code
18
W-HMR
63.4
Yes
W-HMR: Monocular Human Mesh Recovery in World Sp...
2023-11-29
Code
#1
SMPLify-X
SOTA
187
B-MVE
· 2019-04-11
Expressive Body Capture: 3D Hands, Face, and Body from a Single Image
Code
#2
HMR
SOTA
173.6
B-MVE
· 2017-12-18
End-to-end Recovery of Human Shape and Pose
Code
#3
HMR
173.6
B-MVE
· 2017-12-18
End-to-end Recovery of Human Shape and Pose
Code
#4
SPIN
168.7
B-MVE
· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop
Code
#5
SPIN
168.7
B-MVE
· 2019-09-27
Learning to Reconstruct 3D Human Pose and Shape via Model-fitting in the Loop
Code
#6
ExPose
151.5
B-MVE
· 2020-08-20
Monocular Expressive Body Regression through Body-Driven Attention
Code
#7
PIXIE
142.2
B-MVE
· 2021-05-11
Collaborative Regression of Expressive Bodies using Moderation
Code
#8
PARE
140.9
B-MVE
· 2021-04-17
PARE: Part Attention Regressor for 3D Human Body Estimation
Code
#9
PARE
140.9
B-MVE
· 2021-04-17
PARE: Part Attention Regressor for 3D Human Body Estimation
Code
#10
SPEC
106.5
B-MVE
· 2021-10-01
SPEC: Seeing People in the Wild with an Estimated Camera
Code
#11
SPEC
106.5
B-MVE
· 2021-10-01
SPEC: Seeing People in the Wild with an Estimated Camera
Code
#12
Multi-Person 3D Pose and Shape Estimationvia Inverse Kinematics and Refinement
86.7
B-MVE
· 2022-10-24
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement
Code
#13
PyMAF-X
84
B-MVE
· Augmentations
· 2022-07-13
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images
Code
#14
PyMAF
78.6
B-MVE
· Augmentations
· 2021-03-30
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop
Code
#15
HybrIK
73.9
B-MVE
· 2023-04-12
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery
Code
#16
HybrIK-X
68.5
B-MVE
· 2023-04-12
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery
Code
#17
NIKI (Twist-and-Swing)
63.9
B-MVE
· 2023-05-15
NIKI: Neural Inverse Kinematics with Invertible Neural Networks for 3D Human Pose and Shape Estimation
Code
#18
W-HMR
63.4
B-MVE
· Augmentations
· 2023-11-29
W-HMR: Monocular Human Mesh Recovery in World Space with Weak-Supervised Calibration
Code