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Few-Shot Class-Incremental Learning on CIFAR100 (test)

85.65Session 4 Top-1 Acc

GMM

Updated 4d ago

Evaluation Results

Method
GMM 2024.03	85.65	91.53	-	-	-	-	-	-	81.47	-	10.06	-	-	-
LIMIT+SV-Swin-T 2023.03	76.06	86.77	82.82	80.36	77.2	74	72.92	71.68	69.75	76.84	-	-	-	-
MiniGPT-4 2024.03	72.59	74.13	-	-	-	-	-	-	67.93	-	6.2	-	-	-
LIMIT+V-Swin-T 2023.03	72.36	82.07	78.49	75.9	73.27	71.2	70.6	69.39	67.69	73.44	-	-	-	-
CODA-Prompt* 2024.03	71.91	93.55	-	-	-	-	-	-	59.32	-	34.23	-	-	-
Ours 2024.03	69.03	80.25	78.1	76.39	72.02	65.96	64	61.92	60.25	-	-	-	-	-
GCMR 2026.01	68.69	85.52	77.97	74.5	71.19	66.07	63.59	61.63	58.84	69.77	-	-	-	-
L2P* 2024.03	68.66	91.22	-	-	-	-	-	-	54.89	-	36.33	-	-	-
DualPrompt* 2024.03	68.45	91.08	-	-	-	-	-	-	54.67	-	36.41	-	-	-
Ours 2024.03	67.83	80.25	77.2	75.09	70.82	64.86	62.73	60.52	58.75	-	-	-	-	-
PKI 2026.01	67.73	83.02	79.87	75.68	70.32	63.96	61.61	59.68	56.89	68.75	-	-0.23	-	-
SDC 2026.01	67.7	83.4	79.62	74.31	70.31	63.45	61.36	59.45	57.05	68.52	-	-	-	-
PKIV-2 2026.01	67.46	-	79.6	75.21	69.73	63.77	61.53	59.61	56.74	68.52	-	-	-	-
BiAG 2025.03	67.36	84	78.97	74.73	70.75	64.21	62.21	60.2	57.95	68.93	-	-	-	-
PKIV-1 2026.01	66.86	-	79.6	75.21	69.73	63.49	61.01	59.26	56.64	68.31	-	0.21	-	-
KRRM 2025.03	66.69	81.25	77.23	73.3	69.41	63.93	62.16	59.62	57.41	67.89	-	-	1.04	0.54
NC-FSCIL 2023.03	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	-	-	-	-
NC-FSCIL 2026.01	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	-	1.02	-	-
NC-FSCIL 2026.01	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	-	-	1.02	-
NC-FSCIL 2026.01	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	-	-	2.27	-
NC-FSCIL 2025.03	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	-	-	1.43	1.84
SoftNet 2024.03	66.14	79.88	77.28	73.15	69.34	63.38	61.27	59.33	57.14	-	-	-	-	-
SAVC 2024.03	65.66	79.85	75.45	72.18	68.26	62.15	60.27	58.19	56.01	-	-	-	-	-
Comp-FSCIL 2025.03	65.5	80.93	76.52	72.69	68.52	62.62	60.96	59.27	56.71	67.08	-	-	1.85	1.24
ALFSCIL 2025.03	65.33	80.75	77.88	72.94	68.79	62.15	60.02	57.68	55.17	66.75	-	-	2.18	2.78
YourSelf 2025.03	65.2	82.9	76.3	72.9	67.8	62	60.7	58.8	56.6	67.02	-	-	1.91	1.35
CABD 2026.01	64.96	79.45	75.38	71.84	67.95	61.95	60.16	57.67	55.88	66.14	-	2.38	-	-
CABD 2026.01	64.96	79.45	75.38	71.84	67.95	61.95	60.16	57.67	55.88	66.14	-	-	2.38	-
CABD 2026.01	64.96	79.45	75.38	71.84	67.95	61.95	60.16	57.67	55.88	66.14	-	-	3.63	-
SoftNet 2023.03	64.64	80.33	76.23	72.19	67.83	61.39	59.32	57.37	54.94	66.03	-	-	-	-
SoftNet 2025.03	64.64	80.33	76.23	72.19	67.83	61.39	59.32	57.37	54.94	66.03	-	-	2.9	3.01
Ours 2024.03	64.51	80.25	77.63	73.07	68.53	60.67	58.41	55.98	54.15	-	-	-	-	-
BiDist 2025.03	64.5	79.45	75.2	71.34	67.4	61.05	58.73	56.73	54.31	65.41	-	-	3.52	3.64
SoftNet 2024.03	64.45	79.88	75.54	71.64	67.47	61.09	59.07	57.29	55.33	-	-	-	-	-
WaRP 2025.03	64.39	80.31	76.86	71.87	67.58	61.34	59.15	57.1	54.74	65.92	-	-	3.01	3.21
Ours 2024.03	63.56	80.25	76.01	71.87	67.24	59.82	56.62	54.11	52.84	-	-	-	-	-
TEEN 2023.12	62.01	74.92	72.65	68.74	65.01	59.29	57.9	54.76	52.64	-	22.28	-	-	-
TEEN 2026.01	62.01	74.92	72.65	68.74	65.01	59.29	57.9	54.76	52.64	63.1	-	-	6.67	-
SAVC 2024.03	61.91	79.85	73.7	69.37	65.28	59.27	57.24	54.97	53.12	-	-	-	-	-
SVAC 2025.03	61.7	78.77	73.31	69.31	64.93	59.25	57.13	55.19	53.12	63.63	-	-	5.3	4.83
FACT 2023.12	61.38	74.6	72.09	67.56	63.52	58.36	56.28	54.24	52.1	-	22.5	0.22	-	-
FACT 2025.03	61.38	74.6	72.09	67.56	63.52	58.36	56.28	54.24	52.1	62.24	-	-	6.69	5.85
ALICE 2023.03	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	-	-	-	-
ALICE 2026.01	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	-	5.31	-	-
ALICE 2026.01	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	-	-	5.31	-
ALICE 2026.01	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	-	-	6.56	-
ALICE 2025.03	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	-	-	5.72	3.85
LIMIT 2023.03	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	-	-	-	-
LIMIT 2026.01	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	-	6.68	-	-
LIMIT 2026.01	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	-	-	6.68	-
LIMIT 2026.01	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	-	-	7.93	-
GKEAL 2026.01	60.01	74.01	70.45	67.01	63.08	57.3	55.5	53.39	51.4	61.35	-	-	8.42	-
GKEAL 2025.03	60.01	74.01	70.45	67.01	63.08	57.3	55.5	53.39	51.4	61.35	-	-	7.58	6.55
C-FSCIL 2026.01	59.84	77.47	72.4	67.47	63.25	56.95	54.42	52.47	50.47	61.64	-	6.88	-	-
C-FSCIL 2026.01	59.84	77.47	72.4	67.47	63.25	56.95	54.42	52.47	50.47	61.64	-	-	8.33	-
OrCo 2026.01	59.78	80.08	68.16	66.99	60.97	58.6	57.04	55.13	52.19	62.1	-	6.42	-	-
OrCo 2026.01	59.78	80.08	68.16	66.99	60.97	58.6	57.04	55.13	52.19	62.1	-	-	6.42	-
OrCo 2026.01	59.78	80.08	68.16	66.99	60.97	58.6	57.04	55.13	52.19	62.11	-	-	6.45	-
Entropy-reg 2024.03	59.71	74.4	-	-	-	-	-	-	50.14	-	24.26	-	-	-
Data-free Replay 2026.01	59.71	74.4	70.2	66.54	62.51	56.58	54.52	52.39	50.14	60.78	-	7.74	-	-
DF Replay 2026.01	59.71	74.4	70.2	66.54	62.51	56.58	54.52	52.39	50.14	60.78	-	-	8.99	-
Data-free Replay 2025.03	59.71	74.4	70.2	66.54	62.51	56.58	54.52	52.39	50.14	60.78	-	-	8.15	7.81
FeSSSS 2023.03	59.62	75.35	70.81	66.7	62.73	56.45	54.33	52.1	50.23	60.92	-	-	-	-
MetaFSCIL 2023.03	59.48	74.5	70.1	66.84	62.77	56.52	54.36	52.56	49.97	60.79	-	-	-	-
MetaFSCIL 2024.03	59.48	74.5	-	-	-	-	-	-	49.97	-	24.53	-	-	-
MetaFSCIL 2026.01	59.48	74.5	70.1	66.84	62.77	56.52	54.36	52.56	49.97	60.79	-	7.73	-	-
MetaFSCIL 2026.01	59.48	74.5	70.1	66.84	62.77	56.52	54.36	52.56	49.97	60.79	-	-	8.98	-
MetaFSCIL 2025.03	59.48	74.5	70.1	66.87	62.77	56.52	54.32	52.56	49.97	60.79	-	-	8.14	7.98
DSN 2026.01	59.36	73	68.83	64.82	62.64	56.96	54.04	51.57	50	60.14	-	8.04	-	-
DSN 2026.01	59.36	73	68.83	64.82	62.64	56.96	54.04	51.57	50	60.14	-	-	8.04	-
DSN 2026.01	59.36	73	68.83	64.82	62.64	56.96	54.04	51.57	50	60.14	-	-	9.63	-
CLOM 2025.03	59.26	74.2	69.83	66.17	62.39	56.48	54.36	52.16	50.25	60.56	-	-	8.37	7.7
LIMIT 2025.03	58.77	74.3	70.44	66.12	61.24	53.91	51.36	49.2	45.33	58.96	-	-	9.97	12.62
MCNet 2023.03	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	-	-	-	-
MCNet 2026.01	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	-	7.78	-	-
MCNet 2026.01	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	-	-	7.78	-
MCNet 2026.01	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	-	-	9.37	-
C-FSCIL 2025.03	58.1	77.47	72	66.54	61.39	55.12	52.47	50.47	47.11	60.07	-	-	8.86	10.84
CEC 2023.03	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	-	-	-	-
CEC 2023.12	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	-	23.93	1.65	-	-
CEC 2024.03	58.09	73.07	-	-	-	-	-	-	49.14	-	23.93	-	-	-
CEC 2026.01	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	-	8.99	-	-
CEC 2026.01	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	-	-	10.24	-
CEC 2025.03	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	-	-	9.4	8.81
EHS 2026.01	57.84	71.27	67.4	63.87	60.4	55.09	53.1	51.45	49.43	58.87	-	9.65	-	-
EHS 2026.01	57.84	71.27	67.4	63.87	60.4	55.09	53.1	51.45	49.43	58.87	-	-	9.65	-
EHS 2026.01	57.84	71.27	67.4	63.87	60.4	55.09	53.1	51.45	49.43	58.87	-	-	10.9	-
F2M 2024.03	57.76	71.45	-	-	-	-	-	-	49.35	-	22.06	-	-	-
ERL 2025.03	56.98	73.62	66.79	63.88	60.54	53.63	50.92	48.73	46.33	57.94	-	-	10.99	11.62
Decoupled-Cosine 2023.12	56.11	74.55	67.43	63.63	59.55	53.8	51.68	49.67	47.68	-	26.87	4.59	-	-
D-Cosine 2026.01	56.11	74.55	67.43	63.63	59.55	53.8	51.68	49.67	47.68	58.23	-	10.29	-	-
D-Cosine 2026.01	56.11	74.55	67.43	63.63	59.55	53.8	51.68	49.67	47.68	58.23	-	-	11.63	-
SoftNet 2024.03	56.01	79.88	73.02	66.01	60.01	53.01	51.01	49.01	47.01	-	-	-	-	-
OSHHG 2026.01	55.68	63.55	62.88	61.05	58.13	54.59	52.93	50.39	49.48	56.52	-	12	-	-
OSHHG 2026.01	55.68	63.55	62.88	61.05	58.13	54.59	52.93	50.39	49.48	56.52	-	-	12	-
OSHHG 2026.01	55.68	63.55	62.88	61.05	58.13	54.59	52.93	50.39	49.48	56.52	-	-	13.25	-
Decoupled-NegCosine 2023.12	55.32	74.36	68.23	62.84	59.24	52.88	50.86	48.98	46.66	-	27.7	5.42	-	-
SAVC 2024.03	55.25	79.85	72	65.45	59.17	52.2	50.16	48.11	46.94	-	-	-	-	-
SoftNet 2024.03	55.01	79.88	72.01	65.01	59.01	52.01	50.01	48.01	46.01	-	-	-	-	-
Decoupled-DeepEMD 2023.12	53.88	69.75	65.06	61.2	57.21	51.4	48.8	46.84	44.41	-	25.34	3.06	-	-

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