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Classification on ISIC (test)

97.23Top-1 AccuracySupCon
30.378847.734465.0982.4456Dec 1, 2021May 19, 2022Nov 4, 2022Apr 23, 2023Oct 9, 2023Mar 26, 2024Sep 12, 2024

Evaluation results

MethodLinks
SupConEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.1297.23
SupCon w/o MLPEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.1297.15
SL-MLPEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.1297.13
SLEvaluation Protocol=Full-data finetuning, Pre-trained Dataset=ImageNet-1K, Pre-training Epochs=3002021.1297.07
MSENetshot=5-shot, way=5-way2024.0943.02
CANshot=5-shot, way=5-way2024.0942.73
BL++shot=5-shot, way=5-way2024.0940.73
DN4shot=5-shot, way=5-way2024.0940.15
ANIL+MLPshot=5-shot, way=5-way2024.0939.19
ANILshot=5-shot, way=5-way2024.0937.57
MTLshot=5-shot, way=5-way2024.0935.56
MTL+MLPshot=5-shot, way=5-way2024.0934.74
PNshot=5-shot, way=5-way2024.0932.95