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Models/FFTformer

FFTformer

Reported on 28 benchmarks across 4 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 Vision7 results

DeblurringonRealBlur-R
PSNR (sRGB)· 2022-11-22
40.11
best: 41.19 (AdaRevD)
SOTA
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
DeblurringonRealBlur-J
PSNR (sRGB)· 2022-11-22
32.62
best: 33.96 (AdaRevD)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
DeblurringonRealBlur-J
SSIM (sRGB)· 2022-11-22
0.9326
best: 0.946 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
DeblurringonRealBlur-R
SSIM (sRGB)· 2022-11-22
0.9737
best: 0.981 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2022-11-22
31.62
best: 32.83 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
DeblurringonHIDE (trained on GOPRO)
Params (M)· 2022-11-22
16.6
best: 50.88 (Uformer-B)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2022-11-22
0.9455
best: 0.956 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250

Methodology7 results

2D ClassificationonRealBlur-R
PSNR (sRGB)· 2022-11-22
40.11
best: 41.19 (AdaRevD)
SOTA
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
2D ClassificationonRealBlur-J
PSNR (sRGB)· 2022-11-22
32.62
best: 33.96 (AdaRevD)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
2D ClassificationonRealBlur-J
SSIM (sRGB)· 2022-11-22
0.9326
best: 0.946 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
2D ClassificationonRealBlur-R
SSIM (sRGB)· 2022-11-22
0.9737
best: 0.981 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
2D ClassificationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2022-11-22
31.62
best: 32.83 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
2D ClassificationonHIDE (trained on GOPRO)
Params (M)· 2022-11-22
16.6
best: 50.88 (Uformer-B)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
2D ClassificationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2022-11-22
0.9455
best: 0.956 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250

Audio7 results

10-shot image generationonRealBlur-R
PSNR (sRGB)· 2022-11-22
40.11
best: 41.19 (AdaRevD)
SOTA
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
10-shot image generationonRealBlur-J
PSNR (sRGB)· 2022-11-22
32.62
best: 33.96 (AdaRevD)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
10-shot image generationonRealBlur-J
SSIM (sRGB)· 2022-11-22
0.9326
best: 0.946 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
10-shot image generationonRealBlur-R
SSIM (sRGB)· 2022-11-22
0.9737
best: 0.981 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
10-shot image generationonHIDE (trained on GOPRO)
PSNR (sRGB)· 2022-11-22
31.62
best: 32.83 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
10-shot image generationonHIDE (trained on GOPRO)
Params (M)· 2022-11-22
16.6
best: 50.88 (Uformer-B)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
10-shot image generationonHIDE (trained on GOPRO)
SSIM (sRGB)· 2022-11-22
0.9455
best: 0.956 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250

Computer Code7 results

Blind Image DeblurringonRealBlur-R
PSNR (sRGB)· 2022-11-22
40.11
best: 41.19 (AdaRevD)
SOTA
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
Blind Image DeblurringonRealBlur-J
PSNR (sRGB)· 2022-11-22
32.62
best: 33.96 (AdaRevD)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
Blind Image DeblurringonRealBlur-J
SSIM (sRGB)· 2022-11-22
0.9326
best: 0.946 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
Blind Image DeblurringonRealBlur-R
SSIM (sRGB)· 2022-11-22
0.9737
best: 0.981 (ALGNet)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
Blind Image DeblurringonHIDE (trained on GOPRO)
PSNR (sRGB)· 2022-11-22
31.62
best: 32.83 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
Blind Image DeblurringonHIDE (trained on GOPRO)
Params (M)· 2022-11-22
16.6
best: 50.88 (Uformer-B)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250
Blind Image DeblurringonHIDE (trained on GOPRO)
SSIM (sRGB)· 2022-11-22
0.9455
best: 0.956 (MAXIM)
Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring arXiv:2211.12250