HDNet

Reported on 30 benchmarks across 10 tasks · 3 papers · 13 SOTA

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

Computer Vision16 results

3D Multi-Person Pose Estimation (root-relative)onMuPoTS-3D
3DPCK· 2020-07-17
83.7
best: 89.6 (TDBU_Net)
SOTA
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
3D Human Pose EstimationonMuPoTS-3D
3DPCK· 2020-07-17
83.7
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
SOTA
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
Pose EstimationonMuPoTS-3D
3DPCK· 2020-07-17
83.7
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
SOTA
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
3D Multi-Person Pose EstimationonMuPoTS-3D
3DPCK· 2020-07-17
83.7
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
SOTA
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
Image RestorationonKAIST
PSNR· 2022-03-04
34.97
best: 40.69 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
Image RestorationonKAIST
SSIM· 2022-03-04
0.943
best: 0.978 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
Image RestorationonCAVE
PSNR· 2022-03-04
34.97
best: 40.69 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
Image RestorationonCAVE
SSIM· 2022-03-04
0.943
best: 0.978 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
Image RestorationonReal HSI
User Study Score· 2022-03-04
11
best: 15 (DAUHST-9stg)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
Image RestorationonARAD-1K
MRAE· 2022-03-04
0.2048
best: 0.3814 (HSCNN+)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
Image RestorationonARAD-1K
PSNR· 2022-03-04
32.13
best: 34.32 (MST++)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
Image RestorationonARAD-1K
RMSE· 2022-03-04
0.0317
best: 0.0248 (MST++)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
3D Human Pose EstimationonMuPoTS-3D
3DPCK· 2020-07-17
35.2
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
3D Multi-Person Pose Estimation (absolute)onMuPoTS-3D
3DPCK· 2020-07-17
35.2
best: 50.9 (POTR-3D)
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
Pose EstimationonMuPoTS-3D
3DPCK· 2020-07-17
35.2
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
3D Multi-Person Pose EstimationonMuPoTS-3D
3DPCK· 2020-07-17
35.2
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943

Audio10 results

1 Image, 2*2 StitchionMuPoTS-3D
3DPCK· 2020-07-17
83.7
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
SOTA
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
10-shot image generationonKAIST
PSNR· 2022-03-04
34.97
best: 40.69 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
10-shot image generationonKAIST
SSIM· 2022-03-04
0.943
best: 0.978 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
10-shot image generationonCAVE
PSNR· 2022-03-04
34.97
best: 40.69 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
10-shot image generationonCAVE
SSIM· 2022-03-04
0.943
best: 0.978 (SSR)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
10-shot image generationonReal HSI
User Study Score· 2022-03-04
11
best: 15 (DAUHST-9stg)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
10-shot image generationonARAD-1K
MRAE· 2022-03-04
0.2048
best: 0.3814 (HSCNN+)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
10-shot image generationonARAD-1K
PSNR· 2022-03-04
32.13
best: 34.32 (MST++)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
10-shot image generationonARAD-1K
RMSE· 2022-03-04
0.0317
best: 0.0248 (MST++)
HDNet: High-resolution Dual-domain Learning for Spectral Compressive Imaging arXiv:2203.02149
1 Image, 2*2 StitchionMuPoTS-3D
3DPCK· 2020-07-17
35.2
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943

Medical7 results

Image GenerationoniHarmony4
MSE· 2022-11-16
16.55
best: 16.05 (PHNet)
SOTA
Hierarchical Dynamic Image Harmonization arXiv:2211.08639
Image GenerationoniHarmony4
PSNR· 2022-11-16
40.46
SOTA
Hierarchical Dynamic Image Harmonization arXiv:2211.08639
Image GenerationoniHarmony4
fMSE· 2022-11-16
179.49
best: 178.11 (PHNet)
SOTA
Hierarchical Dynamic Image Harmonization arXiv:2211.08639
Image GenerationonHAdobe5k(1024$\times$1024)
MSE· 2022-11-16
13.24
best: 10.94 (DucoNet)
SOTA
Hierarchical Dynamic Image Harmonization arXiv:2211.08639
Image GenerationonHAdobe5k(1024$\times$1024)
PSNR· 2022-11-16
41.56
SOTA
Hierarchical Dynamic Image Harmonization arXiv:2211.08639
Image GenerationonHAdobe5k(1024$\times$1024)
SSIM· 2022-11-16
0.9931
SOTA
Hierarchical Dynamic Image Harmonization arXiv:2211.08639
Image GenerationonHAdobe5k(1024$\times$1024)
fMSE· 2022-11-16
102.53
best: 80.69 (DucoNet)
SOTA
Hierarchical Dynamic Image Harmonization arXiv:2211.08639

Methodology2 results

3DonMuPoTS-3D
3DPCK· 2020-07-17
83.7
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
SOTA
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943
3DonMuPoTS-3D
3DPCK· 2020-07-17
35.2
best: 89.9 (Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement)
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization arXiv:2007.08943