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Models/Residual Dense Network +

Residual Dense Network +

Reported on 58 benchmarks across 4 tasks · 2 papers · 50 SOTA

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

Computer Vision40 results

Image RestorationonClassic5 (Quality 30 Grayscale)
PSNR· 2018-12-25
33.46
best: 33.8 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonClassic5 (Quality 30 Grayscale)
SSIM· 2018-12-25
0.8932
best: 0.907 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonLIVE1 (Quality 40 Grayscale)
PSNR· 2018-12-25
34.54
best: 34.71 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonLIVE1 (Quality 40 Grayscale)
SSIM· 2018-12-25
0.9304
best: 0.9347 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonClassic5 (Quality 40 Grayscale)
PSNR· 2018-12-25
34.29
best: 34.61 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonClassic5 (Quality 40 Grayscale)
SSIM· 2018-12-25
0.9063
best: 0.9082 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonClassic5 (Quality 20 Grayscale)
PSNR· 2018-12-25
32.19
best: 32.62 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonClassic5 (Quality 20 Grayscale)
SSIM· 2018-12-25
0.8704
best: 0.885 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonLIVE1 (Quality 30 Grayscale)
PSNR· 2018-12-25
33.54
best: 33.73 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonLIVE1 (Quality 30 Grayscale)
SSIM· 2018-12-25
0.9156
best: 0.925 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonClassic5 (Quality 10 Grayscale)
PSNR· 2018-12-25
30.03
best: 30.38 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonClassic5 (Quality 10 Grayscale)
SSIM· 2018-12-25
0.8194
best: 0.837 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonLIVE1 (Quality 20 Grayscale)
PSNR· 2018-12-25
32.1
best: 32.31 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma10
PSNR· 2018-12-25
37.33
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonBSD68 sigma10
PSNR· 2018-12-25
36.49
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonBSD68 sigma30
PSNR· 2018-12-25
30.7
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma50
PSNR· 2018-12-25
29.7
best: 30.13 (DMID-d(MMSE))
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma70
PSNR· 2018-12-25
27.74
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma30
PSNR· 2018-12-25
31.78
best: 33.06 (Restormer-Local)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonBSD68 sigma70
PSNR· 2018-12-25
26.88
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma30
PSNR· 2018-12-25
31.98
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma10
PSNR· 2018-12-25
36.75
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma70
PSNR· 2018-12-25
28.24
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma50
PSNR· 2018-12-25
29.38
best: 30.59 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonCBSD68 sigma50
PSNR· 2018-02-24
28.34
best: 29.39 (IPT)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
Image RestorationonLive1 (Quality 10 Grayscale)
PSNR· 2018-12-25
29.7
best: 29.94 (Hi-IR)
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonLive1 (Quality 10 Grayscale)
SSIM· 2018-12-25
0.8252
best: 0.84 (QGAC)
Residual Dense Network for Image Restoration arXiv:1812.10477
Image RestorationonLIVE1 (Quality 20 Grayscale)
SSIM· 2018-12-25
0.8886
best: 0.901 (QGAC)
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma50
PSNR· 2018-12-25
27.47
best: 30.59 (Hi-IR)
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonBSD68 sigma30
PSNR· 2018-12-25
28.58
best: 30.7
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma70
PSNR· 2018-12-25
26.57
best: 28.24
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma10
PSNR· 2018-12-25
35.19
best: 37.33
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma10
PSNR· 2018-12-25
35.45
best: 36.75
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonBSD68 sigma70
PSNR· 2018-12-25
25.12
best: 26.88
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma30
PSNR· 2018-12-25
30.02
best: 31.98
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonBSD68 sigma10
PSNR· 2018-12-25
34.01
best: 36.49
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma70
PSNR· 2018-12-25
25.71
best: 27.74
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonBSD68 sigma50
PSNR· 2018-12-25
26.43
best: 30.08 (MaIR+)
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonKodak24 sigma50
PSNR· 2018-12-25
27.88
best: 30.13 (DMID-d(MMSE))
Residual Dense Network for Image Restoration arXiv:1812.10477
DenoisingonUrban100 sigma30
PSNR· 2018-12-25
30.08
best: 33.06 (Restormer-Local)
Residual Dense Network for Image Restoration arXiv:1812.10477

Adversarial24 results

3D ArchitectureonKodak24 sigma10
PSNR· 2018-12-25
37.33
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonBSD68 sigma10
PSNR· 2018-12-25
36.49
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonBSD68 sigma30
PSNR· 2018-12-25
30.7
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonKodak24 sigma50
PSNR· 2018-12-25
29.7
best: 30.13 (DMID-d(MMSE))
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonUrban100 sigma70
PSNR· 2018-12-25
27.74
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonUrban100 sigma30
PSNR· 2018-12-25
31.78
best: 33.06 (Restormer-Local)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonBSD68 sigma70
PSNR· 2018-12-25
26.88
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonKodak24 sigma30
PSNR· 2018-12-25
31.98
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonUrban100 sigma10
PSNR· 2018-12-25
36.75
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonKodak24 sigma70
PSNR· 2018-12-25
28.24
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonUrban100 sigma50
PSNR· 2018-12-25
29.38
best: 30.59 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonCBSD68 sigma50
PSNR· 2018-02-24
28.34
best: 29.39 (IPT)
SOTA
Residual Dense Network for Image Super-Resolution arXiv:1802.08797
3D ArchitectureonUrban100 sigma50
PSNR· 2018-12-25
27.47
best: 30.59 (Hi-IR)
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonBSD68 sigma30
PSNR· 2018-12-25
28.58
best: 30.7
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonKodak24 sigma70
PSNR· 2018-12-25
26.57
best: 28.24
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonKodak24 sigma10
PSNR· 2018-12-25
35.19
best: 37.33
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonUrban100 sigma10
PSNR· 2018-12-25
35.45
best: 36.75
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonBSD68 sigma70
PSNR· 2018-12-25
25.12
best: 26.88
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonKodak24 sigma30
PSNR· 2018-12-25
30.02
best: 31.98
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonBSD68 sigma10
PSNR· 2018-12-25
34.01
best: 36.49
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonUrban100 sigma70
PSNR· 2018-12-25
25.71
best: 27.74
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonBSD68 sigma50
PSNR· 2018-12-25
26.43
best: 30.08 (MaIR+)
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonKodak24 sigma50
PSNR· 2018-12-25
27.88
best: 30.13 (DMID-d(MMSE))
Residual Dense Network for Image Restoration arXiv:1812.10477
3D ArchitectureonUrban100 sigma30
PSNR· 2018-12-25
30.08
best: 33.06 (Restormer-Local)
Residual Dense Network for Image Restoration arXiv:1812.10477

Audio16 results

10-shot image generationonClassic5 (Quality 30 Grayscale)
PSNR· 2018-12-25
33.46
best: 33.8 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonClassic5 (Quality 30 Grayscale)
SSIM· 2018-12-25
0.8932
best: 0.907 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLIVE1 (Quality 40 Grayscale)
PSNR· 2018-12-25
34.54
best: 34.71 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLIVE1 (Quality 40 Grayscale)
SSIM· 2018-12-25
0.9304
best: 0.9347 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonClassic5 (Quality 40 Grayscale)
PSNR· 2018-12-25
34.29
best: 34.61 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonClassic5 (Quality 40 Grayscale)
SSIM· 2018-12-25
0.9063
best: 0.9082 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonClassic5 (Quality 20 Grayscale)
PSNR· 2018-12-25
32.19
best: 32.62 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonClassic5 (Quality 20 Grayscale)
SSIM· 2018-12-25
0.8704
best: 0.885 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLIVE1 (Quality 30 Grayscale)
PSNR· 2018-12-25
33.54
best: 33.73 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLIVE1 (Quality 30 Grayscale)
SSIM· 2018-12-25
0.9156
best: 0.925 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonClassic5 (Quality 10 Grayscale)
PSNR· 2018-12-25
30.03
best: 30.38 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonClassic5 (Quality 10 Grayscale)
SSIM· 2018-12-25
0.8194
best: 0.837 (QGAC)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLIVE1 (Quality 20 Grayscale)
PSNR· 2018-12-25
32.1
best: 32.31 (Hi-IR)
SOTA
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLive1 (Quality 10 Grayscale)
PSNR· 2018-12-25
29.7
best: 29.94 (Hi-IR)
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLive1 (Quality 10 Grayscale)
SSIM· 2018-12-25
0.8252
best: 0.84 (QGAC)
Residual Dense Network for Image Restoration arXiv:1812.10477
10-shot image generationonLIVE1 (Quality 20 Grayscale)
SSIM· 2018-12-25
0.8886
best: 0.901 (QGAC)
Residual Dense Network for Image Restoration arXiv:1812.10477