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Models/MST++

MST++

Reported on 16 benchmarks across 2 tasks · 1 paper · 4 SOTA

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

Computer Vision8 results

Image RestorationonARAD-1K
PSNR· 2022-04-17
34.32
SOTA
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
Image RestorationonARAD-1K
RMSE· 2022-04-17
0.0248
SOTA
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
Image RestorationonKAIST
PSNR· 2022-04-17
35.99
best: 40.69 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
Image RestorationonKAIST
SSIM· 2022-04-17
0.951
best: 0.978 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
Image RestorationonCAVE
PSNR· 2022-04-17
35.99
best: 40.69 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
Image RestorationonCAVE
SSIM· 2022-04-17
0.951
best: 0.978 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
Image RestorationonReal HSI
User Study Score· 2022-04-17
13
best: 15 (DAUHST-9stg)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
Image RestorationonARAD-1K
MRAE· 2022-04-17
0.1645
best: 0.3814 (HSCNN+)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908

Audio8 results

10-shot image generationonARAD-1K
PSNR· 2022-04-17
34.32
SOTA
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
10-shot image generationonARAD-1K
RMSE· 2022-04-17
0.0248
SOTA
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
10-shot image generationonKAIST
PSNR· 2022-04-17
35.99
best: 40.69 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
10-shot image generationonKAIST
SSIM· 2022-04-17
0.951
best: 0.978 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
10-shot image generationonCAVE
PSNR· 2022-04-17
35.99
best: 40.69 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
10-shot image generationonCAVE
SSIM· 2022-04-17
0.951
best: 0.978 (SSR)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
10-shot image generationonReal HSI
User Study Score· 2022-04-17
13
best: 15 (DAUHST-9stg)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908
10-shot image generationonARAD-1K
MRAE· 2022-04-17
0.1645
best: 0.3814 (HSCNN+)
MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction arXiv:2204.07908