List your company
ResearchFormerly WizWand

Image Classification on CIFAR-10 (Novelty Generalization)

96.8Accuracy (Seen)TRSSL
52.18463.76775.3586.933Nov 4, 2024
Updated 8mo ago

Evaluation results

MethodLinks
TRSSLNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1196.892.894.8
OwMatch+Novel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7], Multi-crop=true2024.1196.597.196.8
OpenLDNNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1195.795.195.4
OwMatchNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.119395.994.4
UNONovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1191.669.380.5
NACHNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1189.592.291.3
OpenConNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1189.391.190.4
ORCANovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1188.290.489.7
RankStatsNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1186.68182.9
DS3LNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1177.645.340.2
CGDLNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1172.344.639.7
FixMatchNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1171.550.449.5
SimCLRNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1158.363.451.7
DTCNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1153.939.538.3