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Models/ARCNN

ARCNN

Reported on 54 benchmarks across 2 tasks · 1 paper · 54 SOTA

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

Computer Vision27 results

Image RestorationonLive1 (Quality 10 Grayscale)
PSNR· 2015-04-27
29.11
best: 29.94 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLive1 (Quality 10 Grayscale)
PSNR-B· 2015-04-27
29.07
best: 29.66 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLive1 (Quality 10 Grayscale)
SSIM· 2015-04-27
0.8235
best: 0.84 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 20 Color)
PSNR· 2015-04-27
32.24
best: 34.38 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 20 Color)
PSNR-B· 2015-04-27
32.53
best: 34.67 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 20 Color)
SSIM· 2015-04-27
0.778
best: 0.845 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 10 Color)
PSNR· 2015-04-27
26.91
best: 28.36 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 10 Color)
PSNR-B· 2015-04-27
26.92
best: 27.63 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 10 Color)
SSIM· 2015-04-27
0.795
best: 0.819 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 30 Color)
PSNR· 2015-04-27
33.31
best: 35.41 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 30 Color)
PSNR-B· 2015-04-27
33.72
best: 35.67 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 30 Color)
SSIM· 2015-04-27
0.807
best: 0.86 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 20 Color)
PSNR· 2015-04-27
29.23
best: 30.66 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 20 Color)
PSNR-B· 2015-04-27
29.24
best: 30.01 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 20 Color)
SSIM· 2015-04-27
0.865
best: 0.882 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 20 Grayscale)
PSNR· 2015-04-27
35.04
best: 37.12 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 20 Grayscale)
PSNR-B· 2015-04-27
32.72
best: 36.88 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 20 Grayscale)
SSIM· 2015-04-27
0.905
best: 0.924 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 10 Grayscale)
PSNR· 2015-04-27
31.13
best: 34.73 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 10 Grayscale)
PSNR-B· 2015-04-27
30.97
best: 34.58 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 10 Grayscale)
SSIM· 2015-04-27
0.794
best: 0.896 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 10 Color)
PSNR· 2015-04-27
30.06
best: 32.18 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 10 Color)
PSNR-B· 2015-04-27
31.21
best: 32.47 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonICB (Quality 10 Color)
SSIM· 2015-04-27
0.779
best: 0.815 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 20 Grayscale)
PSNR· 2015-04-27
31.29
best: 32.31 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 20 Grayscale)
PSNR-B· 2015-04-27
31.37
best: 32 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
Image RestorationonLIVE1 (Quality 20 Grayscale)
SSIM· 2015-04-27
0.8891
best: 0.901 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993

Audio27 results

10-shot image generationonLive1 (Quality 10 Grayscale)
PSNR· 2015-04-27
29.11
best: 29.94 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLive1 (Quality 10 Grayscale)
PSNR-B· 2015-04-27
29.07
best: 29.66 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLive1 (Quality 10 Grayscale)
SSIM· 2015-04-27
0.8235
best: 0.84 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 20 Color)
PSNR· 2015-04-27
32.24
best: 34.38 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 20 Color)
PSNR-B· 2015-04-27
32.53
best: 34.67 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 20 Color)
SSIM· 2015-04-27
0.778
best: 0.845 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 10 Color)
PSNR· 2015-04-27
26.91
best: 28.36 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 10 Color)
PSNR-B· 2015-04-27
26.92
best: 27.63 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 10 Color)
SSIM· 2015-04-27
0.795
best: 0.819 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 30 Color)
PSNR· 2015-04-27
33.31
best: 35.41 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 30 Color)
PSNR-B· 2015-04-27
33.72
best: 35.67 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 30 Color)
SSIM· 2015-04-27
0.807
best: 0.86 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 20 Color)
PSNR· 2015-04-27
29.23
best: 30.66 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 20 Color)
PSNR-B· 2015-04-27
29.24
best: 30.01 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 20 Color)
SSIM· 2015-04-27
0.865
best: 0.882 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 20 Grayscale)
PSNR· 2015-04-27
35.04
best: 37.12 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 20 Grayscale)
PSNR-B· 2015-04-27
32.72
best: 36.88 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 20 Grayscale)
SSIM· 2015-04-27
0.905
best: 0.924 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 10 Grayscale)
PSNR· 2015-04-27
31.13
best: 34.73 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 10 Grayscale)
PSNR-B· 2015-04-27
30.97
best: 34.58 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 10 Grayscale)
SSIM· 2015-04-27
0.794
best: 0.896 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 10 Color)
PSNR· 2015-04-27
30.06
best: 32.18 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 10 Color)
PSNR-B· 2015-04-27
31.21
best: 32.47 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonICB (Quality 10 Color)
SSIM· 2015-04-27
0.779
best: 0.815 (FBCNN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 20 Grayscale)
PSNR· 2015-04-27
31.29
best: 32.31 (Hi-IR)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 20 Grayscale)
PSNR-B· 2015-04-27
31.37
best: 32 (IDCN)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993
10-shot image generationonLIVE1 (Quality 20 Grayscale)
SSIM· 2015-04-27
0.8891
best: 0.901 (QGAC)
SOTA
Compression Artifacts Reduction by a Deep Convolutional Network arXiv:1504.06993