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Models/LEDNet

LEDNet

Reported on 19 benchmarks across 6 tasks · 2 papers · 15 SOTA

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

Audio8 results

10-shot image generationonLOL-Blur
Average PSNR· 2022-02-07
25.271
best: 26.572 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
10-shot image generationonLOL-Blur
LPIPS· 2022-02-07
0.141
best: 0.12 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
10-shot image generationonLOL-Blur
SSIM· 2022-02-07
0.85
best: 0.89 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
1 Image, 2*2 StitchionLOL-Blur
Average PSNR· 2022-02-07
25.271
best: 26.572 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
1 Image, 2*2 StitchionLOL-Blur
LPIPS· 2022-02-07
0.141
best: 0.12 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
1 Image, 2*2 StitchionLOL-Blur
SSIM· 2022-02-07
0.85
best: 0.89 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
10-shot image generationonCityscapes test
Frame (fps)· 2019-05-07
71
best: 188.6 (STDC2-50)
LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation arXiv:1905.02423
10-shot image generationonCityscapes test
Time (ms)· 2019-05-07
14
best: 4000 (DeepLab)
LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation arXiv:1905.02423

Computer Vision6 results

Image EnhancementonSony-Total-Dark
Average PSNR· 2022-02-07
20.83
best: 22.904 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
Image EnhancementonSony-Total-Dark
LPIPS· 2022-02-07
0.471
best: 0.411 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
Image EnhancementonSony-Total-Dark
SSIM· 2022-02-07
0.648
best: 0.676 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
Image DeblurringonLOL-Blur
Average PSNR· 2022-02-07
25.271
best: 26.572 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
Image DeblurringonLOL-Blur
LPIPS· 2022-02-07
0.141
best: 0.12 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
Image DeblurringonLOL-Blur
SSIM· 2022-02-07
0.85
best: 0.89 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373

Methodology3 results

16konLOL-Blur
Average PSNR· 2022-02-07
25.271
best: 26.572 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
16konLOL-Blur
LPIPS· 2022-02-07
0.141
best: 0.12 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373
16konLOL-Blur
SSIM· 2022-02-07
0.85
best: 0.89 (CIDNet)
SOTA
LEDNet: Joint Low-light Enhancement and Deblurring in the Dark arXiv:2202.03373

Medical2 results

Semantic SegmentationonCityscapes test
Frame (fps)· 2019-05-07
71
best: 188.6 (STDC2-50)
LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation arXiv:1905.02423
Semantic SegmentationonCityscapes test
Time (ms)· 2019-05-07
14
best: 4000 (DeepLab)
LEDNet: A Lightweight Encoder-Decoder Network for Real-Time Semantic Segmentation arXiv:1905.02423