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ResearchFormerly WizWand

Category Discovery on Stanford Cars Old classes

91AccuracyµGCD
7.38429.09250.872.508Nov 28, 2023May 3, 2024Oct 8, 2024Mar 15, 2025Aug 19, 2025Jan 24, 2026Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
µGCDPre-training=DINOv22023.1191
SimGCDPre-training=DINOv22023.1181.9
ConGCD2026.0779
SelEx + CPF-GCDextension=CPF-GCD2026.0779
OpenConPre-training=DINO2023.1178.6
CMS + CPF-GCDextension=CPF-GCD2026.0778.2
APL2026.0777.6
SelExextension=None2026.0777.6
InfoSieve2026.0774.8
ProtoGCD2026.0773.7
SimGCD + CPF-GCDextension=CPF-GCD2026.0773.7
LegoGCD + CPF-GCDextension=CPF-GCD2026.0773.6
CMSextension=None2026.0773.5
AMEND2026.0773.3
SimGCDextension=None2026.0772.8
LegoGCDextension=None2026.0772.2
SimGCDPre-training=DINO2023.1171.9
UNO+Pre-training=DINO2023.1170.5
PromptCALPre-training=DINO2023.1170.1
PromptCAL2026.0770.1
µGCDPre-training=DINO2023.1168.1
µGCD2026.0768.1
GCDPre-training=DINOv22023.1167.8
MIBPre-training=DINO2023.1166.9
RankStats+Pre-training=DINO2023.1161.8
XConPre-training=DINO2023.1158.8
GCDPre-training=DINO2023.1157.6
GCD2026.0757.6
ORCAPre-training=DINO2023.1150.1
k-meansPre-training=DINOv22023.1124.5
k-meansPre-training=DINO2023.1110.6