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ResearchFormerly WizWand

Object Detection on M5 HCM to LCM 1000x 1.0 (test)

37.5mAPRanking+Triplet loss
14.6220.5626.532.44Nov 26, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Ranking+Triplet lossSource Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1137.5
Triplet lossSource Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1137.2
Ranking lossSource Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1135.7
Fine Tuning on fake-LQMSource Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1133.3
Saito et al.Source Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1124.8
Chen et al.Source Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1117.6
Source onlySource Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1117.1
Xu et al.Source Domain=HCM, Target Domain=LCM, Source Magnification=1000x, Target Magnification=1000x, Base Detector=Faster R-CNN, Backbone=ResNet-502021.1115.5