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ResearchFormerly WizWand

Few-Shot Class-Incremental Learning on CUB200 Session 10 - Last (test)

63.58Overall AccuracySAVC + EXP2
29.821638.585847.3556.1142Dec 29, 2024
Updated 8mo ago

Evaluation results

MethodLinks
SAVC + EXP2Strategy=Ours2024.1263.5850.77
SAVCStrategy=Baseline2024.1262.6747.55
SAVC+D2A2024.1261.4647.43
MICS2024.1261.2947.47
M2SD2024.1260.96—
TEEN + EXP2Strategy=Ours2024.1260.4949.23
ADBS2024.1260.1445.75
PFR + EXP2Strategy=Ours2024.1260.1146.55
SAVC + T3AStrategy=Test-Time Adaptation2024.1260.0845.62
CLOM2024.1259.5840.67
PFR + T3AStrategy=Test-Time Adaptation2024.1258.5243.76
TEENStrategy=Baseline2024.1258.4844.84
DyCR2024.1258.4641.9
TEEN + T3AStrategy=Test-Time Adaptation2024.1258.4445.4
PFRStrategy=Baseline2024.1257.5442.9
PFR + TASTStrategy=Test-Time Adaptation2024.1257.2541.42
FACT2024.1256.9439.74
Bidist2024.1255.9442.15
CEC + EXP2Strategy=Ours2024.125335.2
CECStrategy=Baseline2024.1252.2133.02
Decoupled-Cosine + EXP2Strategy=Ours2024.1249.3328.94
CEC + T3AStrategy=Test-Time Adaptation2024.1248.9529.18
Decoupled-Cosine + T3AStrategy=Test-Time Adaptation2024.1248.8327.69
Decoupled-CosineStrategy=Baseline2024.1248.8126.99
OSHHG2024.1245.8728.73
CEC + TASTStrategy=Test-Time Adaptation2024.1236.780.81
Decoupled-Cosine + TASTStrategy=Test-Time Adaptation2024.1236.450.13
SAVC + TASTStrategy=Test-Time Adaptation2024.1235.543.46
TEEN + TASTStrategy=Test-Time Adaptation2024.1231.120