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Continual Learning on ImageNet 100 (test)

91.4Task 10 Accuracy

Upper-bound

Updated 1mo ago

Evaluation Results

Method	Links
Upper-bound 2023.05		91.4	-	-	-	-	-	-	-	-	-	-
MaPLe 2024.03		84.81	-	-	-	-	-	-	-	-	-	-
AttriCLIP + CLAP (Ours) 2024.03		84.14	-	-	-	-	-	-	-	-	-	-
CLAP (Ours) 2024.03		83.51	-	-	-	-	-	-	-	-	-	-
AttriCLIP 2024.03		83.3	-	-	-	-	-	-	-	-	-	-
MaPLe + CLAP (Ours) 2024.03		82.97	-	-	-	-	-	-	-	-	-	-
CoOp + CLAP (Ours) 2024.03		82	-	-	-	-	-	-	-	-	-	-
DualPrompt 2024.03		81.9	-	-	-	-	-	-	-	-	-	-
AttriCLIP 2023.05		81.4	95.4	89.4	88.9	88.5	85.6	87.5	86.9	86.6	87.3	-
PROOF 2024.03		81.26	-	-	-	-	-	-	-	-	-	-
ARI 2023.05		79.3	87.6	85.4	83.1	82.6	80.4	80.8	80.5	80.1	79.6	-
CoOp 2023.05		79.3	89.2	83.2	76.7	79.8	79.9	82.3	79.7	80.1	80.3	-
CoOp 2024.03		79.3	-	-	-	-	-	-	-	-	-	-
Continual-CLIP 2023.05		75.4	93.3	87.6	83.1	81.7	80.5	80.2	79.3	78.5	76.9	-
Continual-CLIP 2024.03		75.4	-	-	-	-	-	-	-	-	-	-
DER 2023.05		66.7	81.7	80.6	76	72.1	74.4	71.8	70.5	68.3	67.3	-
iCaRL 2023.05		59.5	82.1	80.6	75.5	70.1	68.1	65.8	62.5	61.3	60.7	-
ER 2023.12		-	-	-	-	-	-	-	-	-	-	39.26
ER + CCL-DC 2023.12		-	-	-	-	-	-	-	-	-	-	37.78
DER++ 2023.12		-	-	-	-	-	-	-	-	-	-	42.97
DER++ + CCL-DC 2023.12		-	-	-	-	-	-	-	-	-	-	35.32
ER-ACE 2023.12		-	-	-	-	-	-	-	-	-	-	23.92
ER-ACE + CCL-DC 2023.12		-	-	-	-	-	-	-	-	-	-	34.43
OCM 2023.12		-	-	-	-	-	-	-	-	-	-	4.55
OCM + CCL-DC 2023.12		-	-	-	-	-	-	-	-	-	-	15.33
GSA 2023.12		-	-	-	-	-	-	-	-	-	-	35.44
GSA + CCL-DC 2023.12		-	-	-	-	-	-	-	-	-	-	40.46
OnPro 2023.12		-	-	-	-	-	-	-	-	-	-	14.44
OnPro + CCL-DC 2023.12		-	-	-	-	-	-	-	-	-	-	15.72