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Models/CAPTNet

CAPTNet

Reported on 20 benchmarks across 8 tasks · 1 paper · 2 SOTA

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

Computer Vision8 results

Rain RemovalonTest1200
PSNR· 2023-09-06
34.77
SOTA
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
Rain RemovalonTest1200
SSIM· 2023-09-06
0.937
SOTA
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-09-06
31.86
best: 32.83 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-09-06
0.949
best: 0.956 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
Rain RemovalonRain100L
PSNR· 2023-09-06
39.22
best: 41.62 (IPT)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
Rain RemovalonRain100L
SSIM· 2023-09-06
0.981
best: 0.988 (IPT)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
Image DeblurringonGoPro
PSNR· 2023-09-06
33.74
best: 34.6 (AdaRevD)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
Image DeblurringonGoPro
SSIM· 2023-09-06
0.967
best: 0.972 (AdaRevD)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063

Audio6 results

10-shot image generationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-09-06
31.86
best: 32.83 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
10-shot image generationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-09-06
0.949
best: 0.956 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
10-shot image generationonGoPro
PSNR· 2023-09-06
33.74
best: 35.98 (BSSTNet)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
10-shot image generationonGoPro
SSIM· 2023-09-06
0.967
best: 0.9792 (BSSTNet)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
1 Image, 2*2 StitchionGoPro
PSNR· 2023-09-06
33.74
best: 34.6 (AdaRevD)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
1 Image, 2*2 StitchionGoPro
SSIM· 2023-09-06
0.967
best: 0.972 (AdaRevD)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063

Methodology4 results

2D ClassificationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-09-06
31.86
best: 32.83 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
2D ClassificationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-09-06
0.949
best: 0.956 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
16konGoPro
PSNR· 2023-09-06
33.74
best: 34.6 (AdaRevD)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
16konGoPro
SSIM· 2023-09-06
0.967
best: 0.972 (AdaRevD)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063

Computer Code2 results

Blind Image DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2023-09-06
31.86
best: 32.83 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063
Blind Image DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2023-09-06
0.949
best: 0.956 (MAXIM)
Prompt-based Ingredient-Oriented All-in-One Image Restoration arXiv:2309.03063