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ResearchFormerly WizWand

Image Classification on CIFAR-100 (Seen/Novel Class Evaluation)

80.1Seen Class AccuracyOwMatch+
26.5440.44554.3568.255Nov 4, 2024
Updated 8mo ago

Evaluation results

MethodLinks
OwMatch+Novel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7], Multi-crop=true2024.1180.163.971.9
TRSSLNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.118049.364.7
OwMatchNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1174.555.965.1
OpenLDNNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1173.546.860.1
OpenConNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1169.147.852.7
NACHNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1168.74752.1
UNONovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1168.336.551.5
ORCANovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1166.94348.1
DS3LNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1155.123.724
CGDLNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1149.322.523.5
FixMatchNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1139.623.520.3
RankStatsNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1136.428.423.1
DTCNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1131.322.918.3
SimCLRNovel class ratio=50%, Label ratio=50%, Backbone=ResNet-18, Pre-trained model=SimCLR [7]2024.1128.621.122.3