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

Few-Shot Class-Incremental Learning on miniImageNet (Session Harmonic Means)

53.92Session 8 Harmonic MeanConCM

Evaluation Results

Method	Links
ConCM2025.06		53.92	83.97	70.34	66.59	63.38	59.59	57.05	53.95	53.49	59.78	59.92	—
OrCo2025.06		51.44	83.3	67.14	64.12	60.71	57.16	55.34	51.52	50.96	57.3	56.04	—
SAFA-SNN2025.10		49.25	—	—	—	—	—	—	—	—	60.98	—	24.67
NC-FSCIL2025.06		45.57	84.07	62.34	61.04	55.93	53.13	49.68	47.08	46.22	52.62	57.97	—
ADBS2025.06		43.12	79.53	44.88	45.6	39	42.61	41.68	40.58	42.93	42.58	55.24	—
MetaNC2025.06		42.09	79.05	30.33	30.55	38.25	29.44	21.34	28.85	41.92	32.85	53.11	—
Mamba-FSCIL2025.06		41.72	84.93	58.01	53.33	49.98	48.98	44.06	40.14	41.73	47.25	59.36	—
TEEN2025.06		40.42	74.7	52.39	47.25	44.53	43.54	41.27	39.97	39.96	43.66	51.8	—
BiDist2025.06		38.47	74.67	42.42	43.86	43.87	40.34	38.97	38.01	36.85	40.35	55.69	—
C-FSCIL2025.06		37.92	76.6	9.74	20.53	28.68	31.93	34.85	35.05	37.72	29.55	51.09	—
CLOSER2025.06		37.58	76.97	43.58	40.36	40.41	39.35	37.76	35.72	36.1	38.86	53.61	—
LCwoF2025.06		35.02	64.45	41.24	38.96	39.08	38.67	36.75	35.47	34.71	37.49	37.69	—
FACL2025.06		34.22	86.23	50.21	40.35	37.45	39.59	35.61	32.32	32.66	37.8	58.63	—
SAVC2025.06		32.94	80.02	42.4	37.8	36.56	37.2	33.53	31.72	31.98	35.52	54.34	—
SLTT2025.10		32.58	—	—	—	—	—	—	—	—	40.45	—	18.93
LIMIT2025.06		30.28	73.27	40.34	33.58	31.81	31.74	29.32	29.11	29.57	31.97	48.08	—
CEC2025.06		27.42	72.17	31.91	31.84	30.98	30.74	28.14	26.78	26.96	29.35	57.95	—
IW2025.06		22.27	61.78	25.32	20.45	22.62	25.48	22.54	20.66	21.27	22.58	41.26	—
FACT2025.06		21.25	75.78	27.2	27.84	27.94	25.17	22.46	20.54	20.88	24.16	48.99	—
iCaRL2025.06		11.71	61.31	8.45	13.86	14.92	13	14.06	12.74	12.16	12.61	17.21	—