Few-Shot Class-Incremental Learning on CUB200 (Session Harmonic Means and AHM) benchmark leaderboard · SOTA2 Research

Few-Shot Class-Incremental Learning on CUB200 (Session Harmonic Means and AHM)

80.9Base AccuracyMamba-FSCIL

Evaluation Results

Method	Links
Mamba-FSCIL2025.06		80.9	76.94	65.33	58.07	57.31	56.47	57.99	58.33	57.26	58.36	58.95	60.5	61.67
FACL2025.06		80.88	68.33	61.21	57.25	57.38	57.26	58.54	59.76	58.11	56.99	58.22	59.3	62.37
ConCM2025.06		80.52	75.24	66.04	59.78	60.1	59.48	60.24	60.78	59.35	60.57	60.39	62.2	62.66
NC-FSCIL2025.06		80.45	71.3	57.3	55.25	57.56	54.15	56.05	56.6	53.55	54.63	55.03	57.14	59.44
SAVC2025.06		80	64.29	60.89	54.56	58.27	55.03	57.92	57.1	57.33	57.36	57.72	58.05	60.82
LIMIT2025.06		79.63	61.11	57.19	50.7	52.4	50.52	51.4	52.78	51.36	52.5	53.56	53.35	57.81
ADBS2025.06		79.45	66.4	61.02	54.46	59.29	55.59	57.34	58.1	57.69	57.09	56.96	58.4	60.16
CLOSER2025.06		79.4	63.69	62.29	58.21	59.48	59.04	59.13	59.96	57.91	59.31	59.01	59.8	62.38
MetaNC2025.06		78.84	68.9	58.11	47.36	49.38	46.59	47.46	46.73	44.88	45.68	45.03	50.01	50.62
PA2025.06		78.5	60.97	58.53	54.32	57.02	54.68	56.01	55.86	55.02	53.89	53.91	56.03	58.89
iCaRL2025.06		77.3	44.18	42.93	36.13	30.22	30.86	29.01	28.45	26.88	26.44	25.24	32.03	25.23
TEEN2025.06		77.26	65.99	61.83	55.59	56.91	55.49	56.07	55.47	53.86	55.15	54.86	57.12	57.98
FACT2025.06		77.23	62.16	57.86	50.47	52.21	50.58	51.55	52.01	50.29	51.74	51.58	53.05	56.39
BiDist2025.06		75.98	63.32	56.73	50.35	53.08	49.5	49.76	50.74	48.64	50.98	50.87	52.4	56.98
CEC2025.06		75.64	56.17	53.16	45.67	48.45	45.41	46.29	46.31	45.16	46.28	46.01	47.89	54.21
OrCo2025.06		75.59	72.02	64.57	59.38	59.78	57.19	57.14	57.1	55.45	56.8	56.63	59.61	57.94
IW2025.06		67.53	40.52	39.19	36.35	37.33	37.85	37.85	35.68	35.54	37.36	38.21	37.59	46.06