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Models/ExPose

ExPose

Reported on 80 benchmarks across 6 tasks · 1 paper · 18 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision56 results

ReconstructiononExpressive hands and faces dataset (EHF)
MPJPE, left hand· 2020-08-20
13.5
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
PA V2V (mm), face· 2020-08-20
5.8
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
PA V2V (mm), left hand· 2020-08-20
13.1
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
PA V2V (mm), whole body· 2020-08-20
54.5
best: 57.5 (FrankMocap)
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
TR V2V (mm), face· 2020-08-20
15.9
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
TR V2V (mm), left hand· 2020-08-20
31.2
best: 32.1 (FrankMocap)
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
F-MPJPE· 2020-08-20
55.2
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
F-MVE· 2020-08-20
51.1
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
F-MPJPE· 2020-08-20
55.2
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
F-MVE· 2020-08-20
51.1
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
F-MPJPE· 2020-08-20
55.2
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
F-MVE· 2020-08-20
51.1
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
F-MPJPE· 2020-08-20
55.2
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
F-MVE· 2020-08-20
51.1
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
MPJPE-14· 2020-08-20
62.8
best: 87.6 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
PA V2V (mm), body only· 2020-08-20
52.6
best: 75.4 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
TR V2V (mm), body only· 2020-08-20
76.8
best: 116.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
TR V2V (mm), whole body· 2020-08-20
65.7
best: 93 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
mean P2S· 2020-08-20
28.9
best: 36.8 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononExpressive hands and faces dataset (EHF)
median P2S· 2020-08-20
18
best: 23 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
B-MPJPE· 2020-08-20
150.4
best: 182.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
B-MVE· 2020-08-20
151.5
best: 187 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
B-NMJE· 2020-08-20
183.4
best: 256.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
B-NMVE· 2020-08-20
184.8
best: 263.3 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
FB-MPJPE· 2020-08-20
215.9
best: 231.8 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
FB-MVE· 2020-08-20
217.3
best: 236.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
FB-NMJE· 2020-08-20
263.3
best: 326.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
ReconstructiononAGORA
FB-NMVE· 2020-08-20
265
best: 333.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose Estimationon3DPW
MPJPE· 2020-08-20
93.4
best: 130 (HMR)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose Estimationon3DPW
PA-MPJPE· 2020-08-20
60.7
best: 157 (Simple-baseline)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
B-MPJPE· 2020-08-20
150.4
best: 182.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
B-MVE· 2020-08-20
151.5
best: 187 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
B-NMJE· 2020-08-20
183.4
best: 256.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
B-NMVE· 2020-08-20
184.8
best: 263.3 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
FB-MPJPE· 2020-08-20
215.9
best: 231.8 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
FB-MVE· 2020-08-20
217.3
best: 236.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
FB-NMJE· 2020-08-20
263.3
best: 326.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Human Pose EstimationonAGORA
FB-NMVE· 2020-08-20
265
best: 333.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose Estimationon3DPW
MPJPE· 2020-08-20
93.4
best: 130 (HMR)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose Estimationon3DPW
PA-MPJPE· 2020-08-20
60.7
best: 157 (Simple-baseline)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
B-MPJPE· 2020-08-20
150.4
best: 182.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
B-MVE· 2020-08-20
151.5
best: 187 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
B-NMJE· 2020-08-20
183.4
best: 256.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
B-NMVE· 2020-08-20
184.8
best: 263.3 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
FB-MPJPE· 2020-08-20
215.9
best: 231.8 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
FB-MVE· 2020-08-20
217.3
best: 236.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
FB-NMJE· 2020-08-20
263.3
best: 326.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
Pose EstimationonAGORA
FB-NMVE· 2020-08-20
265
best: 333.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
B-MPJPE· 2020-08-20
150.4
best: 182.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
B-MVE· 2020-08-20
151.5
best: 187 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
B-NMJE· 2020-08-20
183.4
best: 256.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
B-NMVE· 2020-08-20
184.8
best: 263.3 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
FB-MPJPE· 2020-08-20
215.9
best: 231.8 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
FB-MVE· 2020-08-20
217.3
best: 236.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
FB-NMJE· 2020-08-20
263.3
best: 326.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3D Multi-Person Pose EstimationonAGORA
FB-NMVE· 2020-08-20
265
best: 333.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062

Methodology12 results

3DonAGORA
F-MPJPE· 2020-08-20
55.2
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
F-MVE· 2020-08-20
51.1
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3Don3DPW
MPJPE· 2020-08-20
93.4
best: 130 (HMR)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3Don3DPW
PA-MPJPE· 2020-08-20
60.7
best: 157 (Simple-baseline)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
B-MPJPE· 2020-08-20
150.4
best: 182.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
B-MVE· 2020-08-20
151.5
best: 187 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
B-NMJE· 2020-08-20
183.4
best: 256.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
B-NMVE· 2020-08-20
184.8
best: 263.3 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
FB-MPJPE· 2020-08-20
215.9
best: 231.8 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
FB-MVE· 2020-08-20
217.3
best: 236.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
FB-NMJE· 2020-08-20
263.3
best: 326.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
3DonAGORA
FB-NMVE· 2020-08-20
265
best: 333.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062

Audio12 results

1 Image, 2*2 StitchionAGORA
F-MPJPE· 2020-08-20
55.2
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
F-MVE· 2020-08-20
51.1
SOTA
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 Stitchion3DPW
MPJPE· 2020-08-20
93.4
best: 130 (HMR)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 Stitchion3DPW
PA-MPJPE· 2020-08-20
60.7
best: 157 (Simple-baseline)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
B-MPJPE· 2020-08-20
150.4
best: 182.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
B-MVE· 2020-08-20
151.5
best: 187 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
B-NMJE· 2020-08-20
183.4
best: 256.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
B-NMVE· 2020-08-20
184.8
best: 263.3 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
FB-MPJPE· 2020-08-20
215.9
best: 231.8 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
FB-MVE· 2020-08-20
217.3
best: 236.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
FB-NMJE· 2020-08-20
263.3
best: 326.5 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062
1 Image, 2*2 StitchionAGORA
FB-NMVE· 2020-08-20
265
best: 333.1 (SMPLify-X)
Monocular Expressive Body Regression through Body-Driven Attention arXiv:2008.09062