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M3FD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Object DetectionM3FD dataset
mAP@0.599.1
48
Super-ResolutionM3FD (test)
LPIPS0.1038
28
Object DetectionM3FD
AP (Person)55.2
16
Object DetectionM3FD
mAP50 Person55.2
16
Infrared-visible image fusionM3FD (test)
MI4.563
14
Super-ResolutionM3FD
LPIPS0.0728
13
Object DetectionM3FD-inf (test)
mAP59.1
13
Infrared and visible image fusionM3FD
MI4.54
13
Image FusionM3FD (test)
Inference Time (s)0.142
10
Image FusionM3FD
PC0.5223
10
Visible-Infrared Image FusionM3FD
EI13.04
10
Object DetectionM3FD
mAP@0.5086.27
10
Image Super-ResolutionM3FD x4 scale (test)
MI Score3.1162
10
Image Super-ResolutionM3FD x2 scale (test)
MI3.0536
10
Object DetectionM3FD
mAP55.3
9
Video RestorationM3FD (Set20)
PSNR30.3834
9
Video RestorationM3FD randomly sampled (Set10)
PSNR30.6093
9
Video RestorationM3FD Set5 randomly sampled
PSNR29.7819
9
Image-to-Image TranslationM3FD
PSNR14.36
9
Infrared-visible Image FusionM3FD
EN6.99
8
Infrared Image EnhancementM3FD Heavy stripe noise
MI3.2443
8
Infrared Image EnhancementM3FD Moderate stripe noise
MI3.4257
8
Multimodal Image FusionM3FD (test)
Entropy (EN)6.36
8
Object DetectionM3FD 1024x768 (test)
mAP5090.4
7
Object DetectionM3FD PGD, e=4/255
mAP21.4
7
Showing 25 of 28 rows