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Class-Incremental Learning on CIFAR-100 (test) (Accuracy Progression)

86.7Accuracy (100 classes)

Upper bound

Updated 1mo ago

Evaluation Results

Method
Upper bound 2026.04	86.7	-	-	-	-	-	-	-	-	-	-	-	-
ProTPS 2026.04	83.3	97.8	94.5	91.6	90.6	89.1	87.3	85.5	84.3	84.2	-	-	-
AttriCLIP 2026.04	81.4	97.8	93.7	91	87.5	84.7	82.5	82.3	81.9	81.7	-	-	-
HiDe-Prompt 2026.04	81	95.4	93.6	90.7	89.5	87.9	85.5	84	82	82.2	-	-	-
Zero-Shot CLIP 2026.04	78.3	95.7	92.9	85.2	82.9	82.3	82.1	79.6	79.6	79.2	-	-	-
Continual-CLIP 2026.04	73.4	95.3	92.3	82.1	79.2	78.5	77.9	75.7	75.2	74.8	-	-	-
CODA-P 2026.04	72.3	94.3	87.3	83.7	82.7	81.3	78.2	76.7	74	74.1	-	-	-
CoOp 2026.04	67.6	95.8	90.7	85.2	83.4	80.8	75.8	74.7	71.7	71.3	-	-	-
DualPrompt 2026.04	54	73.9	60.2	56.4	55.3	54.5	53.3	53.4	53.1	53.5	-	-	-
GATF 2026.06	52	-	-	-	-	-	-	-	-	-	-	-	64.4
DPCR 2026.06	50.2	-	-	-	-	-	-	-	-	-	-	-	62.8
GLFC 2022.03	50	90	82.3	77	72.3	65	66.3	59.7	56.3	50.3	66.9	-	-
L2P 2026.04	49.4	60.1	47.8	45.9	47.1	48.9	48.9	49.4	49	50	-	-	-
GLFC-w/oCRD 2022.03	48.3	89	80.3	76	71	64	65	57.7	56	51	65.8	1.1	-
AdaGauss 2026.06	46.8	-	-	-	-	-	-	-	-	-	-	-	60.9
ADC 2026.06	46.5	-	-	-	-	-	-	-	-	-	-	-	61.4
GeoDL + iCaRL + FL 2022.03	46.3	87	76	70.3	64.3	60.7	57.3	54.7	50.3	48.3	61.5	5.4	-
GLFC-w/oCGC 2022.03	46	89	80	75	70	63.3	62	57	54.7	50.3	60.1	6.8	-
GLFC-w/oPRS 2022.03	45.7	88	80.3	75	70.3	62	63	58	54.3	49	64.6	2.3	-
LDC 2026.06	45.4	-	-	-	-	-	-	-	-	-	-	-	59.5
PODNet + FL 2022.03	45	89	71.3	69	63.3	59	55.3	50.7	48.7	45.3	59.7	7.2	-
DDE + iCaRL + FL 2022.03	44.3	88	70	67.3	62	57.3	54.7	50.3	48.3	45.7	58.8	8.1	-
SS-IL + FL 2022.03	44	88.3	66.3	54	54	44.7	54.7	50	47.7	45.3	54.9	12	-
EFC 2026.06	43.5	-	-	-	-	-	-	-	-	-	-	-	58.1
GATF 2026.06	43	-	-	-	-	-	-	-	-	-	-	-	56.6
BiC + FL 2022.03	40.7	88.7	63.3	61.3	56.7	53	51.7	48	44	42.7	55	11.9	-
SDC 2026.06	40.6	-	-	-	-	-	-	-	-	-	-	-	56.2
DPCR 2026.06	39.8	-	-	-	-	-	-	-	-	-	-	-	54.8
AdaGauss 2026.06	37.9	-	-	-	-	-	-	-	-	-	-	-	54.4
iCaRL + FL 2022.03	36.7	89	55	57	52.3	50.3	49.3	46.3	41.7	40.3	51.8	15.1	-
LDC 2026.06	35.5	-	-	-	-	-	-	-	-	-	-	-	51.9
ADC 2026.06	35.1	-	-	-	-	-	-	-	-	-	-	-	51.7
FeTrIL 2026.06	34.9	-	-	-	-	-	-	-	-	-	-	-	51.2
FeCAM 2026.06	32.4	-	-	-	-	-	-	-	-	-	-	-	48.7
EFC 2026.06	32.4	-	-	-	-	-	-	-	-	-	-	-	47
SDC 2026.06	32.3	-	-	-	-	-	-	-	-	-	-	-	46.6
LwF 2026.06	31.9	-	-	-	-	-	-	-	-	-	-	-	51.8
EWC 2026.06	30.9	-	-	-	-	-	-	-	-	-	-	-	50.4
PASS 2026.06	30.8	-	-	-	-	-	-	-	-	-	-	-	48.3
FeTrIL 2026.06	23.3	-	-	-	-	-	-	-	-	-	-	-	37.9
FeCAM 2026.06	21.1	-	-	-	-	-	-	-	-	-	-	-	34.5
LwF 2026.06	17.6	-	-	-	-	-	-	-	-	-	-	-	39.2
PASS 2026.06	17.6	-	-	-	-	-	-	-	-	-	-	-	31.1
EWC 2026.06	17	-	-	-	-	-	-	-	-	-	-	-	34.2
PASS 2023.08	-	-	-	-	-	-	-	-	-	-	63.47	-	-
PASS 2023.08	-	-	-	-	-	-	-	-	-	-	61.84	-	-
PASS 2023.08	-	-	-	-	-	-	-	-	-	-	58.09	-	-
IL2A 2023.08	-	-	-	-	-	-	-	-	-	-	65.61	-	-
IL2A 2023.08	-	-	-	-	-	-	-	-	-	-	59.09	-	-
IL2A 2023.08	-	-	-	-	-	-	-	-	-	-	58.82	-	-
SSRE 2023.08	-	-	-	-	-	-	-	-	-	-	65.88	-	-
SSRE 2023.08	-	-	-	-	-	-	-	-	-	-	65.04	-	-
SSRE 2023.08	-	-	-	-	-	-	-	-	-	-	61.7	-	-
NAPA-VQ 2023.08	-	-	-	-	-	-	-	-	-	-	70.44	-	-
NAPA-VQ 2023.08	-	-	-	-	-	-	-	-	-	-	69.04	-	-
NAPA-VQ 2023.08	-	-	-	-	-	-	-	-	-	-	67.42	-	-