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ResearchFormerly WizWand

Cross-domain Few-shot Classification on CropDisease

99.24AccuracyP>M>F
67.176875.500983.82592.1491Apr 15, 2022
Updated 8mo ago

Evaluation results

MethodLinks
P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.0499.24
STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0498.45
P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.0498.12
P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w50s2022.0497.77
FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0497.68
STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0497.51
P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w20s2022.0497.25
DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w50s2022.0497.04
CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0496.77
DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w20s2022.0496.63
FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0495.51
P>M>FBackbone=ResNet50, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.0495.06
CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0494.78
DeepCluster2Backbone=RN50, Pre-training=IN1K, Few-shot protocol (Way/Shot)=5w5s2022.0493.63
STARTUPBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0493.02
P>M>FBackbone=ViT-small, Pre-training=DINO/IN1K, Few-shot protocol (Way/Shot)=5w5s2022.0492.96
MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0491.76
ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0490.81
FinetuneBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0489.25
ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0488.15
CHEFBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0486.87
RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w50s2022.0485.08
MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0482.89
RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w20s2022.0480.45
ProtoNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0479.72
RelationNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0468.99
MetaOptNetBackbone=RN10, Few-shot protocol (Way/Shot)=5w5s2022.0468.41