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ResearchFormerly WizWand

Few-Shot Class-Incremental Learning on CUB200 Session 2 (test)

75.6Overall AccuracySAVC + EXP2
52.345658.382864.4270.4572Dec 29, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SAVC + EXP2Strategy=Ours2024.1275.655.48
SAVCStrategy=Baseline2024.1275.4252.09
SAVC+D2A2024.1275.2855.15
SAVC + T3AStrategy=Test-Time Adaptation2024.1274.3151.78
M2SD2024.1273.58—
ADBS2024.1273.5150.74
CLOM2024.1272.9437.44
TEEN + EXP2Strategy=Ours2024.1272.5255.68
MICS2024.1272.2546.29
TEENStrategy=Baseline2024.1272.1552.56
TEEN + T3AStrategy=Test-Time Adaptation2024.1271.850.62
PFR + EXP2Strategy=Ours2024.1271.748.29
DyCR2024.1271.6942.76
PFRStrategy=Baseline2024.1271.443.28
PFR + T3AStrategy=Test-Time Adaptation2024.1271.2746.91
FACT2024.1270.8447.02
PFR + TASTStrategy=Test-Time Adaptation2024.1270.4441.22
Bidist2024.1270.1251.14
CEC + EXP2Strategy=Ours2024.1269.3943.87
CECStrategy=Baseline2024.1268.4837.45
CEC + T3AStrategy=Test-Time Adaptation2024.1267.934.81
Decoupled-CosineStrategy=Baseline2024.1267.4134.31
Decoupled-Cosine + EXP2Strategy=Ours2024.1267.2635.38
Decoupled-Cosine + T3AStrategy=Test-Time Adaptation2024.1266.6532.71
CEC + TASTStrategy=Test-Time Adaptation2024.1262.190
Decoupled-Cosine + TASTStrategy=Test-Time Adaptation2024.1261.430
OSHHG2024.1259.8343.17
SAVC + TASTStrategy=Test-Time Adaptation2024.1257.843.17
TEEN + TASTStrategy=Test-Time Adaptation2024.1253.240