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ResearchFormerly WizWand

Medical Image Classification on MedMnist BloodMnist (test)

99AccuracyCUFIT
43.46457.88272.386.718Nov 29, 2024Dec 23, 2024Jan 16, 2025Feb 9, 2025Mar 5, 2025Mar 29, 2025Apr 22, 2025
Updated 8mo ago

Evaluation results

MethodLinks
CUFITNoise rate=0.12024.1199
CUFITNoise rate=0.22024.1198.8
Co-teachingNoise rate=0.12024.1198.6
CUFITNoise rate=Mean2024.1198.6
JoCorNoise rate=0.12024.1198.5
CoDisNoise rate=0.12024.1198.5
CUFITNoise rate=0.42024.1198.3
CUFITNoise rate=0.62024.1198.2
Co-teachingNoise rate=0.22024.1197.6
MedNNST5Epochs=1002025.0497.5
MedNNST10Epochs=1002025.0497.5
JoCorNoise rate=0.22024.1197.3
Linear probingNoise rate=0.12024.1197.2
CoDisNoise rate=0.22024.1197.2
Linear probingNoise rate=0.22024.1196.7
MedNNST1Epochs=1002025.0496.6
DenseNet121Epochs=1002025.0496.4
ProxylessNASEpochs=1002025.0496.4
HardcoreNASEpochs=1002025.0496.3
EfficientNetB4Epochs=1002025.0496.2
ResNet18Epochs=1002025.0496.2
MNASNetEpochs=1002025.0496.2
NASNetEpochs=1002025.0496
ReinNoise rate=0.12024.1195.9
PNASNetEpochs=1002025.0495.9
Linear probingNoise rate=0.42024.1195.8
MedNNST5Epochs=102025.0495.8
MedNNST10Epochs=102025.0495.8
Full-trainingNoise rate=0.12024.1195.4
Linear probingNoise rate=Mean2024.1195
MedNNST1Epochs=102025.0494.8
Co-teachingNoise rate=Mean2024.1194.7
CoDisNoise rate=Mean2024.1194.3
JoCorNoise rate=Mean2024.1194
Full-trainingNoise rate=0.22024.1193.9
Co-teachingNoise rate=0.42024.1193.7
CoDisNoise rate=0.42024.1193.5
OFAEpochs=1002025.0493.4
PNASNetEpochs=102025.0493.3
JoCorNoise rate=0.42024.1193
ProxylessNASEpochs=102025.0492.4
Full-trainingNoise rate=Mean2024.1192.3
ResNet50Epochs=1002025.0492.1
ResNet18Epochs=102025.0491.9
Full-trainingNoise rate=0.42024.1191.8
DenseNet121Epochs=102025.0491.6
NASNetEpochs=102025.0491.5
Linear probingNoise rate=0.62024.1190.3
OFAEpochs=102025.0490.3
ReinNoise rate=0.22024.1189
Co-teachingNoise rate=0.62024.1188.7
MobileNetV3Epochs=1002025.0488.6
CoDisNoise rate=0.62024.1188
MNASNetEpochs=102025.0488
Full-trainingNoise rate=0.62024.1187.9
JoCorNoise rate=0.62024.1187.3
ResNet50Epochs=102025.0487.3
EfficientNetB0Epochs=1002025.0487.2
HardcoreNASEpochs=102025.0484.8
EfficientNetB4Epochs=102025.0482.8
MobileNetV3Epochs=102025.0481
EfficientNetB0Epochs=102025.0475.7
ReinNoise rate=Mean2024.1175
ReinNoise rate=0.42024.1169.3
ReinNoise rate=0.62024.1145.6