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Malaria Parasite Detection on BBBC041 source domain (test)

58.99mAP@0.5 (All Classes)Faster R-CNN
-1.548414.168329.88545.6017Jul 1, 2026

Evaluation results

MethodLinks
Faster R-CNNBackbone=ResNet-50 FPN, IoU Threshold=0.52026.0758.99————57.1767.2224.5725.95
MalariAIFramework=two-stage decoupled framework, Stage 2 Backbone=EfficientNet-B0, Stage 1 Version=v1 (Otsu + fixed distance threshold), IoU Threshold=0.52026.078.6775.9566.8851.3629.18.228.2713.644.55
MalariAIFramework=two-stage decoupled framework, Stage 2 Backbone=EfficientNet-B0, Stage 1 Version=v2 (CLAHE + resolution-aware peak_local_max), IoU Threshold=0.52026.070.78—41.6122.877.4————