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ResearchFormerly WizWand

2D Classification on NIH ChestX-ray (test)

0.856AUCCDSSL-P3D
0.688560.732030.77550.81897Jun 3, 2024
Updated 8mo ago

Evaluation results

MethodLinks
CDSSL-P3DBackbone=PVT-small, Training data ratio=100%2024.060.856
UniMiSSBackbone=PVT-small, Training data ratio=100%2024.060.84
CDSSL-P3DBackbone=PVT-small, Training data ratio=50%2024.060.84
CDSSL-P3DBackbone=ResNet-18 3D, Training data ratio=100%2024.060.838
PCRLv2Backbone=ResNet-18 2D, Training data ratio=100%2024.060.828
CDSSL-P3DBackbone=ResNet-18 3D, Training data ratio=50%2024.060.827
CDSSL-P3DBackbone=PVT-small, Training data ratio=30%2024.060.823
UniMiSSBackbone=PVT-small, Training data ratio=50%2024.060.82
SimSiamBackbone=ResNet-18 2D, Training data ratio=100%2024.060.819
PCRLv2Backbone=ResNet-18 2D, Training data ratio=50%2024.060.819
DINOBackbone=ResNet-18 2D, Training data ratio=100%2024.060.818
CDSSL-P3DBackbone=ResNet-18 3D, Training data ratio=30%2024.060.818
TransVWBackbone=ResNet-18 2D, Training data ratio=100%2024.060.816
Rand. init.Backbone=PVT-small, Training data ratio=100%2024.060.816
PCRLv2Backbone=ResNet-18 2D, Training data ratio=30%2024.060.809
UniMiSSBackbone=PVT-small, Training data ratio=30%2024.060.809
Rand. init.Backbone=ResNet-18 2D, Training data ratio=100%2024.060.808
Rand. init.Backbone=ResNet-18 3D, Training data ratio=100%2024.060.805
DINOBackbone=ResNet-18 2D, Training data ratio=30%2024.060.79
SimSiamBackbone=ResNet-18 2D, Training data ratio=50%2024.060.789
CDSSL-P3DBackbone=PVT-small, Training data ratio=10%2024.060.789
TransVWBackbone=ResNet-18 2D, Training data ratio=50%2024.060.788
DINOBackbone=ResNet-18 2D, Training data ratio=50%2024.060.787
SimSiamBackbone=ResNet-18 2D, Training data ratio=30%2024.060.785
Rand. init.Backbone=PVT-small, Training data ratio=50%2024.060.782
CDSSL-P3DBackbone=ResNet-18 3D, Training data ratio=10%2024.060.778
Rand. init.Backbone=ResNet-18 2D, Training data ratio=50%2024.060.774
Rand. init.Backbone=ResNet-18 3D, Training data ratio=50%2024.060.772
UniMiSSBackbone=PVT-small, Training data ratio=10%2024.060.771
PCRLv2Backbone=ResNet-18 2D, Training data ratio=10%2024.060.77
Rand. init.Backbone=PVT-small, Training data ratio=30%2024.060.764
TransVWBackbone=ResNet-18 2D, Training data ratio=30%2024.060.753
Rand. init.Backbone=ResNet-18 3D, Training data ratio=30%2024.060.745
Rand. init.Backbone=ResNet-18 2D, Training data ratio=30%2024.060.735
SimSiamBackbone=ResNet-18 2D, Training data ratio=10%2024.060.728
DINOBackbone=ResNet-18 2D, Training data ratio=10%2024.060.723
TransVWBackbone=ResNet-18 2D, Training data ratio=10%2024.060.715
Rand. init.Backbone=PVT-small, Training data ratio=10%2024.060.712
Rand. init.Backbone=ResNet-18 3D, Training data ratio=10%2024.060.703
Rand. init.Backbone=ResNet-18 2D, Training data ratio=10%2024.060.695