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Few-Shot Class-Incremental Learning on miniImageNet (test)

89.2Accuracy (Session 1)

LIMIT

Updated 21d ago

Evaluation Results

Method
LIMIT 2023.03	89.2	90.55	86.8	85.44	84.78	83.38	81.91	81.9	81.65	85.07	-	-	-	-	-	-
LIMIT+SV-Swin-T 2023.03	89.2	90.55	86.8	85.44	84.78	83.38	81.91	81.9	81.65	85.07	-	-	-	-	-	-
LIMIT+SV-Swin-T 2023.03	89.2	90.55	86.8	85.44	84.78	83.38	81.91	81.9	81.65	85.07	-	-	-	-	-	-
CODA-Prompt 2024.03	88.86	95.37	82.69	77.87	74.47	70.16	66.46	63.73	61.14	-	-	34.23	-	-	-	-
GMM 2024.03	88.4	89.35	86.11	85.07	83.61	81.35	78.97	77.34	75.18	-	-	14.17	-	-	-	-
CEC 2023.03	87.92	88.75	86.07	84.84	84.3	83.24	82.22	82.28	82.38	84.67	-	-	-	0.4	-	-
CEC+SV-Swin-T 2023.03	87.92	88.75	86.07	84.84	84.3	83.24	82.22	82.28	82.38	84.67	-	-	-	-	-	-
LIMIT 2023.03	87.39	89.17	84.83	83.41	82.66	81.2	79.81	79.36	79.23	83.01	-	-	-	2.06	-	-
LIMIT+V-Swin-T 2023.03	87.39	89.17	84.83	83.41	82.66	81.2	79.81	79.36	79.23	83.01	-	-	-	-	-	-
LIMIT+V-Swin-T 2023.03	87.39	89.17	84.83	83.41	82.66	81.2	79.81	79.36	79.23	83.01	-	-	-	-	-	-
L2P 2024.03	87.2	94.12	80.99	75.67	70.94	66.76	63.11	59.81	56.83	-	-	37.29	-	-	-	-
DualPrompt 2024.03	86.85	93.97	80.67	75.31	70.61	66.44	62.77	59.58	56.8	-	-	37.17	-	-	-	-
CEC 2023.03	86.74	88.73	83.96	82.56	81.46	79.95	77.92	78.05	77.52	81.88	-	-	-	3.19	-	-
CEC+V-Swin-T 2023.03	86.74	88.73	83.96	82.56	81.46	79.95	77.92	78.05	77.52	81.88	-	-	-	-	-	-
Tri-WE 2025.06	81.41	84.13	76.65	73.59	70.1	65.13	63.42	61.02	60.13	70.62	-	-	-	-	-	-
Ours 2024.03	79.59	84.3	75.49	71.4	68.45	65.12	62.2	60.52	59.11	-	-	-	-	-	-	-
PKI 2026.01	78.71	84.38	74.2	68.33	67.29	64.91	61.97	60.06	58.85	68.74	-0.24	-	-	-	-	-
PKIV-1 2026.01	78.34	84.38	73.73	67.92	66.53	64.54	61.48	59.64	58.4	68.33	0.18	-	-	-	-	-
PKIV-2 2026.01	78.34	84.38	73.73	67.92	66.88	64.82	61.76	59.99	58.74	68.51	-	-	-	-	-	-
FeSSSS 2023.03	77.04	81.5	72.92	69.56	67.27	64.34	62.07	60.55	58.87	68.23	-	-	-	16.84	-	-
FeSSSS 2023.03	77.04	81.5	72.92	69.56	67.27	64.34	62.07	60.55	58.87	68.23	-	-	-	-	-	-
NC-FSCIL 2025.06	76.8	84.02	72	67.83	66.35	64.04	61.46	59.54	58.31	67.82	1.82	-	-	-	-	-
NC-FSCIL 2023.03	76.8	84.02	72	67.83	66.35	64.04	61.46	59.54	58.31	67.82	-	-	-	17.25	-	-
NC-FSCIL 2023.03	76.8	84.02	72	67.83	66.35	64.04	61.46	59.54	58.31	67.82	-	-	-	-	-	-
NC-FSCIL 2026.01	76.8	84.02	72	67.83	66.35	64.04	61.46	59.54	58.31	67.82	0.69	-	-	-	-	-
C-FSCIL 2022.03	76.45	-	71.23	66.71	63.01	60.09	56.73	53.94	52.01	-	-	-	50.08	-	-	-
C-FSCIL 2022.03	76.4	-	71.14	66.46	63.29	60.42	57.46	54.78	53.11	-	-	-	51.41	-	-	-
C-FSCIL 2022.03	76.37	-	70.94	66.36	62.64	59.31	56.02	53.14	51.04	-	-	-	48.87	-	-	-
SAVC 2025.06	76.14	81.12	72.43	68.92	66.48	62.95	59.92	58.39	57.11	67.05	3.02	-	-	-	-	-
SAVC 2024.03	76.14	81.12	72.43	68.92	66.48	62.95	59.92	58.39	57.11	-	-	-	-	-	-	-
OrCo 2025.06	75.32	83.3	71.52	68.16	65.62	63.11	60.2	58.82	58.08	67.12	2.05	-	-	-	-	-
OrCo 2026.01	75.32	83.3	71.53	68.16	65.63	63.12	60.2	58.82	58.08	67.13	1.38	-	-	-	-	-
SoftNet 2023.03	75.08	79.77	70.59	66.93	64	61	57.81	55.81	54.68	65.07	-	-	-	20	-	-
SoftNet 2023.03	75.08	79.77	70.59	66.83	64	61	57.81	55.81	54.68	65.07	-	-	-	-	-	-
SoftNet 2024.03	75.08	79.77	70.59	66.93	64	61	57.81	55.81	54.68	-	-	-	-	-	-	-
Regularizer 2026.01	74.68	80.37	69.39	65.51	62.38	59.03	56.36	53.95	51.73	63.71	4.8	-	-	-	-	-
SPPR 2023.03	74	80	68.66	64.33	61	57.33	54.66	51.66	49	62.29	-	-	-	22.78	-	-
SReg 2023.03	73.76	80.37	68.36	64.07	60.36	56.27	53.1	50.45	47.55	61.59	-	-	-	23.48	-	-
CEC 2022.03	72	-	66.83	62.97	59.43	56.7	53.73	51.19	49.24	-	-	-	47.63	-	-	-
S3C 2025.06	71.74	76.55	67.66	64.52	61.51	58.09	55.36	53.04	51.34	62.2	8.79	-	-	-	-	-
CLOSER 2025.06	71.61	76.02	67.99	64.69	61.7	58.94	56.23	54.52	53.33	62.78	6.8	-	-	-	-	-
C-FSCIL 2023.03	71.14	76.4	66.46	63.29	60.42	57.46	54.78	53.11	51.41	61.61	-	-	-	23.46	-	-
C-FSCIL 2024.03	71.14	76.4	66.46	63.29	60.42	57.46	54.78	53.11	51.41	-	-	-	-	-	-	-
C-FSCIL 2026.01	71.14	76.4	66.46	63.29	60.42	57.46	54.78	53.11	51.41	61.61	6.9	-	-	-	-	-
ALICE 2025.06	70.6	80.6	67.4	64.5	62.5	60	57.8	56.8	55.7	63.99	4.43	-	-	-	-	-
ALICE 2023.03	70.6	80.6	67.4	64.5	62.5	60	57.8	56.8	55.7	63.99	-	-	-	21.08	-	-
ALICE 2023.03	70.6	80.6	67.4	64.5	62.5	60	57.8	56.8	55.7	63.99	-	-	-	-	-	-
ALICE 2024.03	70.6	80.6	67.4	64.5	62.5	60	57.8	56.8	55.7	-	-	-	-	-	-	-
ALICE 2026.01	70.6	80.6	67.4	64.5	62.5	60	57.8	56.8	55.7	63.99	4.52	-	-	-	-	-
TEEN 2023.12	70.55	73.53	66.37	63.23	60.53	57.95	55.24	53.44	52.08	-	-	21.45	-	-	-	-
BiDistill 2025.06	70.43	74.65	66.29	62.77	60.75	57.24	54.79	53.65	52.22	61.42	7.91	-	-	-	-	-
CABD 2026.01	70.43	74.65	66.29	62.77	60.75	57.24	54.79	53.65	52.22	61.42	7.09	-	-	-	-	-
SoftNet 2025.06	70.13	76.63	65.92	62.52	59.49	56.56	53.71	51.72	50.48	60.79	9.65	-	-	-	-	-
FACT 2025.06	69.63	72.56	66.38	62.77	60.6	57.33	54.34	52.16	50.49	60.7	9.64	-	-	-	-	-
FACT 2022.03	69.63	72.56	66.38	62.77	60.6	57.33	54.34	52.16	50.49	-	-	22.07	-	-	-	-
FACT 2023.12	69.63	72.56	66.38	62.77	60.6	57.33	54.34	52.16	50.49	-	-	22.07	-	-	0.62	-
FACT 2024.03	69.63	72.56	66.38	62.77	60.6	57.33	54.34	52.16	50.49	-	-	-	-	-	-	-
GKEAL 2025.06	68.9	73.59	65.33	62.29	59.39	56.7	54.2	52.59	51.31	60.48	10.4	-	-	-	-	-
LIMIT 2022.03	68.47	72.32	64.3	60.78	57.95	55.07	52.7	50.72	49.19	-	-	23.13	-	-	-	-
LIMIT 2023.03	68.47	72.32	64.3	60.78	57.95	55.07	52.7	50.72	49.19	59.06	-	-	-	26.01	-	-
LIMIT 2023.03	68.47	72.32	64.3	60.78	57.95	55.07	52.7	50.72	49.19	59.06	-	-	-	-	-	-
LIMIT 2024.03	68.47	72.32	64.3	60.78	57.95	55.07	52.7	50.72	49.19	-	-	-	-	-	-	-
LIMIT 2026.01	68.47	72.32	64.3	60.78	57.95	55.07	52.7	50.72	49.19	59.06	9.45	-	-	-	-	-
WaRP 2025.06	68.1	72.99	64.31	61.3	58.64	56.08	53.4	51.72	50.65	59.69	9.48	-	-	-	-	-
CLOM 2024.03	68.09	73.08	64.16	60.41	57.41	54.29	51.54	49.37	48	-	-	-	-	-	-	-
MetaFSCIL 2025.06	67.94	72.04	63.77	60.29	57.58	55.16	52.9	50.79	49.19	58.85	10.94	-	-	-	-	-
MetaFSCIL 2023.03	67.94	72.04	63.77	60.29	57.58	55.16	52.9	50.79	49.19	58.85	-	-	-	26.22	-	-
MetaFSCIL 2023.03	67.94	72.04	63.77	60.29	57.58	55.16	52.9	50.79	49.19	58.85	-	-	-	-	-	-
MetaFSCIL 2024.03	67.94	72.04	63.77	60.29	57.58	55.16	52.9	50.79	49.19	-	-	22.85	-	-	-	-
MetaFSCIL 2024.03	67.94	72.04	63.77	60.29	57.58	55.16	52.9	50.79	49.19	-	-	-	-	-	-	-
MetaFSCIL 2026.01	67.94	72.04	63.77	60.29	57.58	55.16	52.9	50.79	49.19	58.85	9.66	-	-	-	-	-
LIMIT† 2022.03	67.93	71.92	63.58	60.22	57.33	54.3	51.97	50.01	48.4	-	-	23.52	-	-	-	-
Rebalance 2021.10	67.91	-	63.11	58.75	54.83	50.68	47.11	43.88	41.19	-	-	-	38.72	-	-	-
MCNet 2023.03	67.7	72.33	63.5	60.34	57.59	54.7	52.13	50.41	49.08	58.64	-	-	-	26.43	-	-
MCNet 2023.03	67.7	72.33	63.5	60.34	57.59	54.7	52.13	50.41	49.08	58.64	-	-	-	-	-	-
MCNet 2026.01	67.7	72.33	63.5	60.34	57.59	54.7	52.13	50.41	49.08	58.64	9.87	-	-	-	-	-
F2M 2023.03	67.47	72.05	63.16	59.7	56.71	53.77	51.11	49.21	47.84	57.89	-	-	-	27.18	-	-
F2M 2024.03	67.47	72.05	63.16	59.7	56.71	53.77	51.11	49.21	47.84	-	-	24.21	-	-	-	-
F2M 2024.03	67.47	72.05	63.16	59.7	56.71	53.77	51.11	49.21	47.84	-	-	-	-	-	-	-
iCaRL 2021.10	67.35	-	59.91	55.64	52.6	49.43	46.73	44.13	42.17	-	-	-	40.29	-	-	-
Baseline 2021.10	67.3	-	63.18	59.62	56.33	53.28	50.5	47.96	45.85	-	-	-	43.88	-	-	-
FSLL 2021.10	67.3	-	59.81	57.26	54.57	52.05	49.42	46.95	44.94	-	-	-	42.87	-	-	-
F2M 2021.10	67.28	-	63.8	60.38	57.06	54.08	51.39	48.82	46.58	-	-	-	44.65	-	-	-
F2M 2022.03	67.28	-	63.8	60.38	57.06	54.08	51.39	48.82	46.58	-	-	-	44.65	-	-	-
Replay 2025.06	67.12	71.84	63.21	59.77	57.01	53.95	51.55	49.52	48.21	58.02	11.92	-	-	-	-	-
Liu et al. 2023.03	67.12	71.84	63.21	59.77	57.01	53.95	51.55	49.52	48.21	58.02	-	-	-	27.05	-	-
Entropy-reg 2024.03	67.12	71.84	63.21	59.77	57.01	53.95	51.55	49.52	48.21	-	-	23.63	-	-	-	-
Data-free Replay 2026.01	67.12	71.84	63.21	59.77	57.01	53.95	51.55	49.52	48.21	58.02	10.49	-	-	-	-	-
CEC 2022.03	66.96	72.23	62.98	59.62	56.86	53.85	51.4	49.32	47.97	-	-	24.26	-	1.13	-	-
CEC 2025.06	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	57.74	12.5	-	-	-	-	-
CEC 2021.04	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	-	-	24.37	-	-	-	-
CEC 2022.03	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	-	-	24.37	-	2.3	-	-
CEC 2022.03	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	-	-	24.37	-	1.24	-	-
CEC 2023.03	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	57.75	-	-	-	27.32	-	-
CEC 2023.03	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	57.75	-	-	-	-	-	-
CEC 2023.12	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	-	-	24.37	-	-	2.92	-
CEC 2024.03	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	-	-	24.37	-	-	-	-
CEC 2024.03	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	-	-	-	-	-	-	-
CEC 2026.01	66.83	72	62.97	59.43	56.7	53.73	51.19	49.24	47.63	57.75	10.76	-	-	-	-	-
Decoupled-NegCosine 2022.03	66.64	71.68	62.57	58.82	55.91	52.88	49.41	47.5	45.81	-	-	25.87	-	3.8	-	-

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