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Benchmarks
Object Detection on ExDark (Night)
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71.1
mAP
IA-CLAHE
66.212
67.481
68.75
70.019
Apr 17, 2026
mAP
Updated 1mo ago
Evaluation Results
Method
Method
Links
mAP
IA-CLAHE
tile grid size=8 x 8
2026.04
71.1
LB-CLAHE
2026.04
71
RB-CLAHE
tile grid size=8 x 8
2026.04
70.9
IA-CLAHE
tile grid size=1 x 1
2026.04
70.9
w/o enhancement
2026.04
70.5
RB-CLAHE
tile grid size=1 x 1
2026.04
70.4
ZeroDCE++
2026.04
70.2
IA-3DLUT
2026.04
70.1
CLAHE
tile grid size=1 x 1
2026.04
68.4
CLAHE
tile grid size=8 x 8
2026.04
68.2
HE
2026.04
68
Transformer-based
2026.04
66.6
Diffusion-based
2026.04
66.4
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