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Models/Instruct-IPT

Instruct-IPT

Reported on 18 benchmarks across 10 tasks · 1 paper · 6 SOTA

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

Computer Vision10 results

DehazingonSOTS Outdoor
PSNR· 2024-06-30
39.95
best: 40.73 (ChaIR)
SOTA
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
DehazingonSOTS Outdoor
SSIM· 2024-06-30
0.992
best: 0.997 (ChaIR)
SOTA
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
Image RestorationonCSD
Average PSNR (dB)· 2024-06-30
40.12
SOTA
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
Image DehazingonSOTS Outdoor
PSNR· 2024-06-30
39.95
best: 40.73 (ChaIR)
SOTA
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
Image DehazingonSOTS Outdoor
SSIM· 2024-06-30
0.992
best: 0.997 (ChaIR)
SOTA
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
Rain RemovalonRain100L
PSNR· 2024-06-30
39.35
best: 41.62 (IPT)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
Rain RemovalonRain100L
SSIM· 2024-06-30
0.977
best: 0.988 (IPT)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
DenoisingonCBSD68 sigma50
PSNR· uses extra data· 2024-06-30
28.61
best: 29.39 (IPT)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
Image DeblurringonGoPro
PSNR· uses extra data· 2024-06-30
33.86
best: 34.6 (AdaRevD)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
Image DeblurringonGoPro
SSIM· uses extra data· 2024-06-30
0.967
best: 0.972 (AdaRevD)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676

Audio5 results

10-shot image generationonCSD
Average PSNR (dB)· 2024-06-30
40.12
SOTA
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
10-shot image generationonGoPro
PSNR· uses extra data· 2024-06-30
33.86
best: 35.98 (BSSTNet)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
10-shot image generationonGoPro
SSIM· uses extra data· 2024-06-30
0.967
best: 0.9792 (BSSTNet)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
1 Image, 2*2 StitchionGoPro
PSNR· uses extra data· 2024-06-30
33.86
best: 34.6 (AdaRevD)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
1 Image, 2*2 StitchionGoPro
SSIM· uses extra data· 2024-06-30
0.967
best: 0.972 (AdaRevD)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676

Methodology2 results

16konGoPro
PSNR· uses extra data· 2024-06-30
33.86
best: 34.6 (AdaRevD)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676
16konGoPro
SSIM· uses extra data· 2024-06-30
0.967
best: 0.972 (AdaRevD)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676

Adversarial1 result

3D ArchitectureonCBSD68 sigma50
PSNR· uses extra data· 2024-06-30
28.61
best: 29.39 (IPT)
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation arXiv:2407.00676