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Models/DMCNN

DMCNN

Reported on 27 benchmarks across 3 tasks · 2 papers · 17 SOTA

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

Computer Vision15 results

Image RestorationonICB (Quality 20 Color)
SSIM· 2018-06-08
0.83
best: 0.845 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 20 Grayscale)
SSIM· 2018-06-08
0.918
best: 0.924 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 10 Grayscale)
PSNR· 2018-06-08
34.18
best: 34.73 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 10 Grayscale)
PSNR-B· 2018-06-08
34.15
best: 34.58 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 10 Color)
PSNR· 2018-06-08
30.85
best: 32.18 (FBCNN)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 10 Color)
PSNR-B· 2018-06-08
31.31
best: 32.47 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 10 Color)
SSIM· 2018-06-08
0.796
best: 0.815 (FBCNN)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image EnhancementonTIP 2018
FSIM· 2018-05-08
0.914
SOTA
Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks arXiv:1805.02996
Image EnhancementonTIP 2018
PSNR· 2018-05-08
26.77
best: 30.11 (ESDNet-L)
SOTA
Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks arXiv:1805.02996
Image EnhancementonTIP 2018
SSIM· 2018-05-08
0.871
best: 0.92 (ESDNet-L)
SOTA
Moiré Photo Restoration Using Multiresolution Convolutional Neural Networks arXiv:1805.02996
Image RestorationonICB (Quality 20 Color)
PSNR· 2018-06-08
32.77
best: 34.38 (FBCNN)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 20 Color)
PSNR-B· 2018-06-08
33.26
best: 34.67 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 20 Grayscale)
PSNR· 2018-06-08
35.93
best: 37.12 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 20 Grayscale)
PSNR-B· 2018-06-08
35.79
best: 36.88 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
Image RestorationonICB (Quality 10 Grayscale)
SSIM· 2018-06-08
0.874
best: 0.896 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275

Audio12 results

10-shot image generationonICB (Quality 20 Color)
SSIM· 2018-06-08
0.83
best: 0.845 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 20 Grayscale)
SSIM· 2018-06-08
0.918
best: 0.924 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 10 Grayscale)
PSNR· 2018-06-08
34.18
best: 34.73 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 10 Grayscale)
PSNR-B· 2018-06-08
34.15
best: 34.58 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 10 Color)
PSNR· 2018-06-08
30.85
best: 32.18 (FBCNN)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 10 Color)
PSNR-B· 2018-06-08
31.31
best: 32.47 (QGAC)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 10 Color)
SSIM· 2018-06-08
0.796
best: 0.815 (FBCNN)
SOTA
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 20 Color)
PSNR· 2018-06-08
32.77
best: 34.38 (FBCNN)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 20 Color)
PSNR-B· 2018-06-08
33.26
best: 34.67 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 20 Grayscale)
PSNR· 2018-06-08
35.93
best: 37.12 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 20 Grayscale)
PSNR-B· 2018-06-08
35.79
best: 36.88 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275
10-shot image generationonICB (Quality 10 Grayscale)
SSIM· 2018-06-08
0.874
best: 0.896 (QGAC)
DMCNN: Dual-Domain Multi-Scale Convolutional Neural Network for Compression Artifacts Removal arXiv:1806.03275