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

85.65Session 4 Top-1 AccGMM

Evaluation Results

Method
GMM2024.03	85.65	91.53	—	—	—	—	—	—	81.47	—	10.06	—	—	—
LIMIT+SV-Swin-T2023.03	76.06	86.77	82.82	80.36	77.2	74	72.92	71.68	69.75	76.84	—	—	—	—
MiniGPT-42024.03	72.59	74.13	—	—	—	—	—	—	67.93	—	6.2	—	—	—
LIMIT+V-Swin-T2023.03	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	—	—	—
Ours2024.03	69.03	80.25	78.1	76.39	72.02	65.96	64	61.92	60.25	—	—	—	—	—
GCMR2026.01	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	—	—	—
Ours2024.03	67.83	80.25	77.2	75.09	70.82	64.86	62.73	60.52	58.75	—	—	—	—	—
PKI2026.01	67.73	83.02	79.87	75.68	70.32	63.96	61.61	59.68	56.89	68.75	—	-0.23	—	—
SDC2026.01	67.7	83.4	79.62	74.31	70.31	63.45	61.36	59.45	57.05	68.52	—	—	—	—
PKIV-22026.01	67.46	—	79.6	75.21	69.73	63.77	61.53	59.61	56.74	68.52	—	—	—	—
BiAG2025.03	67.36	84	78.97	74.73	70.75	64.21	62.21	60.2	57.95	68.93	—	—	—	—
PKIV-12026.01	66.86	—	79.6	75.21	69.73	63.49	61.01	59.26	56.64	68.31	—	0.21	—	—
KRRM2025.03	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-FSCIL2023.03	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	—	—	—	—
NC-FSCIL2026.01	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	—	1.02	—	—
NC-FSCIL2026.01	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	—	—	1.02	—
NC-FSCIL2026.01	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	—	—	2.27	—
NC-FSCIL2025.03	66.19	82.52	76.82	73.34	69.68	62.85	60.96	59.02	56.11	67.5	—	—	1.43	1.84
SoftNet2024.03	66.14	79.88	77.28	73.15	69.34	63.38	61.27	59.33	57.14	—	—	—	—	—
SAVC2024.03	65.66	79.85	75.45	72.18	68.26	62.15	60.27	58.19	56.01	—	—	—	—	—
Comp-FSCIL2025.03	65.5	80.93	76.52	72.69	68.52	62.62	60.96	59.27	56.71	67.08	—	—	1.85	1.24
ALFSCIL2025.03	65.33	80.75	77.88	72.94	68.79	62.15	60.02	57.68	55.17	66.75	—	—	2.18	2.78
YourSelf2025.03	65.2	82.9	76.3	72.9	67.8	62	60.7	58.8	56.6	67.02	—	—	1.91	1.35
CABD2026.01	64.96	79.45	75.38	71.84	67.95	61.95	60.16	57.67	55.88	66.14	—	2.38	—	—
CABD2026.01	64.96	79.45	75.38	71.84	67.95	61.95	60.16	57.67	55.88	66.14	—	—	2.38	—
CABD2026.01	64.96	79.45	75.38	71.84	67.95	61.95	60.16	57.67	55.88	66.14	—	—	3.63	—
SoftNet2023.03	64.64	80.33	76.23	72.19	67.83	61.39	59.32	57.37	54.94	66.03	—	—	—	—
SoftNet2025.03	64.64	80.33	76.23	72.19	67.83	61.39	59.32	57.37	54.94	66.03	—	—	2.9	3.01
Ours2024.03	64.51	80.25	77.63	73.07	68.53	60.67	58.41	55.98	54.15	—	—	—	—	—
BiDist2025.03	64.5	79.45	75.2	71.34	67.4	61.05	58.73	56.73	54.31	65.41	—	—	3.52	3.64
SoftNet2024.03	64.45	79.88	75.54	71.64	67.47	61.09	59.07	57.29	55.33	—	—	—	—	—
WaRP2025.03	64.39	80.31	76.86	71.87	67.58	61.34	59.15	57.1	54.74	65.92	—	—	3.01	3.21
Ours2024.03	63.56	80.25	76.01	71.87	67.24	59.82	56.62	54.11	52.84	—	—	—	—	—
TEEN2023.12	62.01	74.92	72.65	68.74	65.01	59.29	57.9	54.76	52.64	—	22.28	—	—	—
TEEN2026.01	62.01	74.92	72.65	68.74	65.01	59.29	57.9	54.76	52.64	63.1	—	—	6.67	—
SAVC2024.03	61.91	79.85	73.7	69.37	65.28	59.27	57.24	54.97	53.12	—	—	—	—	—
SVAC2025.03	61.7	78.77	73.31	69.31	64.93	59.25	57.13	55.19	53.12	63.63	—	—	5.3	4.83
FACT2023.12	61.38	74.6	72.09	67.56	63.52	58.36	56.28	54.24	52.1	—	22.5	0.22	—	—
FACT2025.03	61.38	74.6	72.09	67.56	63.52	58.36	56.28	54.24	52.1	62.24	—	—	6.69	5.85
ALICE2023.03	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	—	—	—	—
ALICE2026.01	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	—	5.31	—	—
ALICE2026.01	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	—	—	5.31	—
ALICE2026.01	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	—	—	6.56	—
ALICE2025.03	61.2	79	70.5	67.1	63.4	59.2	58.1	56.3	54.1	63.21	—	—	5.72	3.85
LIMIT2023.03	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	—	—	—	—
LIMIT2026.01	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	—	6.68	—	—
LIMIT2026.01	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	—	—	6.68	—
LIMIT2026.01	60.7	73.81	72.09	67.87	63.89	57.77	55.67	53.52	51.23	61.84	—	—	7.93	—
GKEAL2026.01	60.01	74.01	70.45	67.01	63.08	57.3	55.5	53.39	51.4	61.35	—	—	8.42	—
GKEAL2025.03	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-FSCIL2026.01	59.84	77.47	72.4	67.47	63.25	56.95	54.42	52.47	50.47	61.64	—	6.88	—	—
C-FSCIL2026.01	59.84	77.47	72.4	67.47	63.25	56.95	54.42	52.47	50.47	61.64	—	—	8.33	—
OrCo2026.01	59.78	80.08	68.16	66.99	60.97	58.6	57.04	55.13	52.19	62.1	—	6.42	—	—
OrCo2026.01	59.78	80.08	68.16	66.99	60.97	58.6	57.04	55.13	52.19	62.1	—	—	6.42	—
OrCo2026.01	59.78	80.08	68.16	66.99	60.97	58.6	57.04	55.13	52.19	62.11	—	—	6.45	—
Entropy-reg2024.03	59.71	74.4	—	—	—	—	—	—	50.14	—	24.26	—	—	—
Data-free Replay2026.01	59.71	74.4	70.2	66.54	62.51	56.58	54.52	52.39	50.14	60.78	—	7.74	—	—
DF Replay2026.01	59.71	74.4	70.2	66.54	62.51	56.58	54.52	52.39	50.14	60.78	—	—	8.99	—
Data-free Replay2025.03	59.71	74.4	70.2	66.54	62.51	56.58	54.52	52.39	50.14	60.78	—	—	8.15	7.81
FeSSSS2023.03	59.62	75.35	70.81	66.7	62.73	56.45	54.33	52.1	50.23	60.92	—	—	—	—
MetaFSCIL2023.03	59.48	74.5	70.1	66.84	62.77	56.52	54.36	52.56	49.97	60.79	—	—	—	—
MetaFSCIL2024.03	59.48	74.5	—	—	—	—	—	—	49.97	—	24.53	—	—	—
MetaFSCIL2026.01	59.48	74.5	70.1	66.84	62.77	56.52	54.36	52.56	49.97	60.79	—	7.73	—	—
MetaFSCIL2026.01	59.48	74.5	70.1	66.84	62.77	56.52	54.36	52.56	49.97	60.79	—	—	8.98	—
MetaFSCIL2025.03	59.48	74.5	70.1	66.87	62.77	56.52	54.32	52.56	49.97	60.79	—	—	8.14	7.98
DSN2026.01	59.36	73	68.83	64.82	62.64	56.96	54.04	51.57	50	60.14	—	8.04	—	—
DSN2026.01	59.36	73	68.83	64.82	62.64	56.96	54.04	51.57	50	60.14	—	—	8.04	—
DSN2026.01	59.36	73	68.83	64.82	62.64	56.96	54.04	51.57	50	60.14	—	—	9.63	—
CLOM2025.03	59.26	74.2	69.83	66.17	62.39	56.48	54.36	52.16	50.25	60.56	—	—	8.37	7.7
LIMIT2025.03	58.77	74.3	70.44	66.12	61.24	53.91	51.36	49.2	45.33	58.96	—	—	9.97	12.62
MCNet2023.03	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	—	—	—	—
MCNet2026.01	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	—	7.78	—	—
MCNet2026.01	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	—	—	7.78	—
MCNet2026.01	58.75	73.3	69.34	65.72	61.7	56.44	54.59	53.01	50.72	60.4	—	—	9.37	—
SAFA-SNN2025.10	58.19	76.03	70.91	66.1	61.55	55.22	52.77	50.33	48.09	56.59	—	—	—	—
C-FSCIL2025.03	58.1	77.47	72	66.54	61.39	55.12	52.47	50.47	47.11	60.07	—	—	8.86	10.84
CEC2023.03	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	—	—	—	—
CEC2023.12	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	—	23.93	1.65	—	—
CEC2024.03	58.09	73.07	—	—	—	—	—	—	49.14	—	23.93	—	—	—
CEC2026.01	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	—	8.99	—	—
CEC2026.01	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	—	—	10.24	—
CEC2025.03	58.09	73.07	68.88	65.26	61.19	55.57	53.22	51.34	49.14	59.53	—	—	9.4	8.81
EHS2026.01	57.84	71.27	67.4	63.87	60.4	55.09	53.1	51.45	49.43	58.87	—	9.65	—	—
EHS2026.01	57.84	71.27	67.4	63.87	60.4	55.09	53.1	51.45	49.43	58.87	—	—	9.65	—
EHS2026.01	57.84	71.27	67.4	63.87	60.4	55.09	53.1	51.45	49.43	58.87	—	—	10.9	—
F2M2024.03	57.76	71.45	—	—	—	—	—	—	49.35	—	22.06	—	—	—
ERL2025.03	56.98	73.62	66.79	63.88	60.54	53.63	50.92	48.73	46.33	57.94	—	—	10.99	11.62
SAFA-SNN2025.10	56.38	73.98	68.74	63.99	59.99	53.49	51.03	48.6	46.26	56.35	—	—	—	—
Decoupled-Cosine2023.12	56.11	74.55	67.43	63.63	59.55	53.8	51.68	49.67	47.68	—	26.87	4.59	—	—
D-Cosine2026.01	56.11	74.55	67.43	63.63	59.55	53.8	51.68	49.67	47.68	58.23	—	10.29	—	—
D-Cosine2026.01	56.11	74.55	67.43	63.63	59.55	53.8	51.68	49.67	47.68	58.23	—	—	11.63	—
SoftNet2024.03	56.01	79.88	73.02	66.01	60.01	53.01	51.01	49.01	47.01	—	—	—	—	—
OSHHG2026.01	55.68	63.55	62.88	61.05	58.13	54.59	52.93	50.39	49.48	56.52	—	12	—	—
OSHHG2026.01	55.68	63.55	62.88	61.05	58.13	54.59	52.93	50.39	49.48	56.52	—	—	12	—
OSHHG2026.01	55.68	63.55	62.88	61.05	58.13	54.59	52.93	50.39	49.48	56.52	—	—	13.25	—
Decoupled-NegCosine2023.12	55.32	74.36	68.23	62.84	59.24	52.88	50.86	48.98	46.66	—	27.7	5.42	—	—
SAVC2024.03	55.25	79.85	72	65.45	59.17	52.2	50.16	48.11	46.94	—	—	—	—	—