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Models/CIDNet

CIDNet

Reported on 49 benchmarks across 5 tasks · 1 paper · 31 SOTA

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

Computer Vision40 results

Image EnhancementonSICE-Mix
Average PSNR· 2024-02-08
13.425
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSICE-Mix
LPIPS· 2024-02-08
0.362
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSICE-Mix
SSIM· 2024-02-08
0.636
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSICE-Grad
Average PSNR· 2024-02-08
13.446
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSICE-Grad
LPIPS· 2024-02-08
0.318
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSICE-Grad
SSIM· 2024-02-08
0.648
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL
Params (M)· 2024-02-08
1.88
best: 2.8 (KAN-T)
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL
SSIM (sRGB)· 2024-02-08
0.889
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL-v2
Average PSNR· 2024-02-08
24.111
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL-v2
LPIPS· 2024-02-08
0.108
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL-v2
SSIM· 2024-02-08
0.868
best: 0.8749 (EMNet)
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSony-Total-Dark
Average PSNR· 2024-02-08
22.904
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSony-Total-Dark
LPIPS· 2024-02-08
0.411
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonSony-Total-Dark
SSIM· 2024-02-08
0.676
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOLv2-synthetic
Average PSNR· 2024-02-08
29.566
best: 29.95 (DPEC_)
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOLv2-synthetic
SSIM· 2024-02-08
0.95
best: 0.958 (GLARE)
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL-v2-synthetic
LPIPS· 2024-02-08
0.045
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL-v2-synthetic
PSNR· 2024-02-08
25.705
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL-v2-synthetic
SSIM· 2024-02-08
0.942
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image DeblurringonLOL-Blur
Average PSNR· 2024-02-08
26.572
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image DeblurringonLOL-Blur
LPIPS· 2024-02-08
0.12
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image DeblurringonLOL-Blur
SSIM· 2024-02-08
0.89
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL
Average PSNR· 2024-02-08
28.141
best: 29.185 (CFWD)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL
FLOPS (G)· 2024-02-08
7.57
best: 15.57 (Retinexformer_)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL
LPIPS· 2024-02-08
0.079
best: 0.069 (BEM_)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOL
SSIM· 2024-02-08
0.889
best: 0.93 (PyDiff)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOLv2
Average PSNR· 2024-02-08
28.134
best: 29.855 (CFWD)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOLv2
LPIPS· 2024-02-08
0.101
best: 0.078 (LYT-Net)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOLv2
SSIM· 2024-02-08
0.892
best: 0.927 (LLFlow)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonDICM
BRISQUE· 2024-02-08
21.47
best: 33.31 (PairLIE)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonDICM
NIQE· 2024-02-08
3.36
best: 4.58 (Zero-DCE)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonVV
BRISQUE· 2024-02-08
30.63
best: 78.72 (SNR-Aware)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonVV
NIQE· 2024-02-08
2.49
best: 9.87 (SNR-Aware)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonNPE
BRISQUE· 2024-02-08
18.92
best: 28.27 (PairLIE)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonNPE
NIQE· 2024-02-08
3.33
best: 4.53 (Zero-DCE)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLOLv2-synthetic
LPIPS· 2024-02-08
0.04
best: 0.037 (LYT-Net)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLIME
BRISQUE· 2024-02-08
16.25
best: 39.22 (SNR-Aware)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonLIME
NIQE· 2024-02-08
3.03
best: 5.82 (Zero-DCE)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonMEF
BRISQUE· 2024-02-08
13.77
best: 27.53 (PairLIE)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
Image EnhancementonMEF
NIQE· 2024-02-08
3.11
best: 4.93 (Zero-DCE)
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809

Audio6 results

10-shot image generationonLOL-Blur
Average PSNR· 2024-02-08
26.572
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
10-shot image generationonLOL-Blur
LPIPS· 2024-02-08
0.12
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
10-shot image generationonLOL-Blur
SSIM· 2024-02-08
0.89
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
1 Image, 2*2 StitchionLOL-Blur
Average PSNR· 2024-02-08
26.572
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
1 Image, 2*2 StitchionLOL-Blur
LPIPS· 2024-02-08
0.12
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
1 Image, 2*2 StitchionLOL-Blur
SSIM· 2024-02-08
0.89
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809

Methodology3 results

16konLOL-Blur
Average PSNR· 2024-02-08
26.572
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
16konLOL-Blur
LPIPS· 2024-02-08
0.12
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809
16konLOL-Blur
SSIM· 2024-02-08
0.89
SOTA
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement arXiv:2402.05809