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ResearchFormerly WizWand

Cross-domain Few-shot Classification on ISIC

73.5AccuracyP>M>F
34.791244.840654.8964.9394Apr 15, 2022
Updated 8mo ago

Evaluation results

MethodLinks
P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.0473.5
FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0466.48
P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.0465.78
STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0464.16
CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0460.86
FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0459.31
STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0458.63
P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.0457.86
MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0454.8
CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0454.3
P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.0454.06
DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w50s2022.0453.65
ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0451.99
P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.0450.12
DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w20s2022.0449.91
ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0449.5
MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0449.42
RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0449.32
FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0448.11
STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0447.22
P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.0443.78
RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0441.77
CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0441.26
DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w5s2022.0440.73
ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0439.57
RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0439.41
MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0436.28