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Models/DA-RCOT

DA-RCOT

Reported on 34 benchmarks across 3 tasks · 1 paper · 25 SOTA

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

Computer Vision22 results

Image RestorationonGoPro
Average PSNR (dB)· 2024-11-03
28.68
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image RestorationonRain100L
Average PSNR (dB)· uses extra data· 2024-11-03
38.36
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image RestorationonLOL
Average PSNR (dB)· 2024-11-03
23.25
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image RestorationonRESIDE
Average PSNR (dB)· 2024-11-03
31.26
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image RestorationonBSD68 sigma25
Average PSNR (dB)· 2024-11-03
31.23
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image Restorationon5-Degradations
Average PSNR· 2024-11-03
30.4
best: 31.25 (ABAIR)
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image Restorationon5-Degradations
LPIPS· 2024-11-03
0.064
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image Restorationon5-Degradation Blind All-in-One Image Restoration
Average PSNR· 2024-11-03
30.4
best: 31.25 (ABAIR)
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image Restorationon5-Degradation Blind All-in-One Image Restoration
LPIPS· 2024-11-03
0.064
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image RestorationonGoPro
Average PSNR (dB)· 2024-11-03
28.68
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image RestorationonRain100L
Average PSNR (dB)· uses extra data· 2024-11-03
38.36
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image RestorationonLOL
Average PSNR (dB)· 2024-11-03
23.25
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image RestorationonRESIDE
Average PSNR (dB)· 2024-11-03
31.26
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image RestorationonBSD68 sigma25
Average PSNR (dB)· 2024-11-03
31.23
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image Restorationon5-Degradations
Average PSNR· 2024-11-03
30.4
best: 31.25 (ABAIR)
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image Restorationon5-Degradations
LPIPS· 2024-11-03
0.064
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image Restorationon5-Degradations
SSIM· 2024-11-03
0.911
best: 0.921 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image Restorationon3-Degradations
Average PSNR· 2024-11-03
32.6
best: 33.21 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Image Restorationon3-Degradations
SSIM· 2024-11-03
0.917
best: 0.919 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image Restorationon5-Degradations
SSIM· 2024-11-03
0.911
best: 0.921 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image Restorationon3-Degradations
Average PSNR· 2024-11-03
32.6
best: 33.21 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
Unified Image Restorationon3-Degradations
SSIM· 2024-11-03
0.917
best: 0.919 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656

Audio12 results

10-shot image generationonGoPro
Average PSNR (dB)· 2024-11-03
28.68
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationonRain100L
Average PSNR (dB)· uses extra data· 2024-11-03
38.36
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationonLOL
Average PSNR (dB)· 2024-11-03
23.25
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationonRESIDE
Average PSNR (dB)· 2024-11-03
31.26
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationonBSD68 sigma25
Average PSNR (dB)· 2024-11-03
31.23
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationon5-Degradations
Average PSNR· 2024-11-03
30.4
best: 31.25 (ABAIR)
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationon5-Degradations
LPIPS· 2024-11-03
0.064
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationon5-Degradation Blind All-in-One Image Restoration
Average PSNR· 2024-11-03
30.4
best: 31.25 (ABAIR)
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationon5-Degradation Blind All-in-One Image Restoration
LPIPS· 2024-11-03
0.064
SOTA
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationon5-Degradations
SSIM· 2024-11-03
0.911
best: 0.921 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationon3-Degradations
Average PSNR· 2024-11-03
32.6
best: 33.21 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656
10-shot image generationon3-Degradations
SSIM· 2024-11-03
0.917
best: 0.919 (ABAIR)
Degradation-Aware Residual-Conditioned Optimal Transport for Unified Image Restoration arXiv:2411.01656