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Object Detection on M3FD (Precision, Recall, mAP@0.5, mAP@0.5:0.95)

87.9PrecisionPDI-Net
77.18879.96982.7585.531May 21, 2026

Evaluation results

MethodLinks
PDI-NetParams (M)=9.2, FLOPs (G)=47.8, Speed (ms)=5.8, Resolution=640x4802026.0587.974.683.357
ESODParams (M)=13.6, FLOPs (G)=21.4, Speed (ms)=10.6, Resolution=640x4802026.0583.36375.648.5
DeepDenoisingParams (M)=7.5, FLOPs (G)=92.1, Speed (ms)=10.1, Resolution=640x4802026.0582.857.872.347.8
IA-YOLOParams (M)=61.8, FLOPs (G)=117.4, Speed (ms)=28.1, Resolution=640x4802026.0577.658.569.739.9