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M3FD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Object DetectionM3FD dataset
mAP@0.599.1
48
Object DetectionM3FD
AP@[0.5:0.95]63.2
45
Object DetectionM3FD (test)
Clean mAP5086.9
38
Super-ResolutionM3FD (test)
LPIPS0.1038
28
Object DetectionM3FD
mAP81.79
27
Infrared and visible image fusionM3FD
SSIM0.792
25
Object DetectionM3FD Night
mAP@0.50.968
22
Object DetectionM3FD (Overcast)
mAP@0.588.7
22
Multimodal Image FusionM3FD (test)
Entropy (EN)7.19
18
Object DetectionM3FD (Challenge)
AP5099.5
16
Object DetectionM3FD (Day)
AP5087.7
16
SegmentationM3FD
IoU81.6
16
Object DetectionM3FD
AP (Person)55.2
16
Object DetectionM3FD
mAP50 Person55.2
16
Infrared and visible image fusionM3FD (test)
NIQE4.03
14
Infrared-visible image fusionM3FD (test)
MI4.563
14
Super-ResolutionM3FD
LPIPS0.0728
13
Object DetectionM3FD-inf (test)
mAP59.1
13
Object DetectionM3FD
AP (Person)75.35
12
Object DetectionM3FD
AP (Car)95
12
Object DetectionM3FD
mAP (people)0.902
12
Thermal Image RestorationM3FD
Contrast PSNR33.28
11
Object DetectionM3FD-IR (test)
mAP56.9
11
Image FusionM3FD (test)
Inference Time (s)0.142
10
Image FusionM3FD
PC0.5223
10
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