Few-Shot Class-Incremental Learning on miniImageNet (60 base classes, 5-way 5-shot, incremental) benchmark leaderboard · SOTA2 Research

Few-Shot Class-Incremental Learning on miniImageNet (60 base classes, 5-way 5-shot, incremental)

97.63Session 0 AccuracyCoACT

Evaluation Results

Method	Links
CoACT2024.05		97.63	97.55	97.09	97.02	97	96.58	96.3	96.29	96.24
PriViLege2024.05		96.68	96.49	95.65	95.54	95.54	94.91	94.33	94.19	94.1
CPE-CLIP2024.05		90.23	89.56	87.42	86.8	86.51	85.08	83.43	83.38	82.77
SV-T2024.05		88.75	87.92	86.07	84.84	84.3	83.24	82.22	82.28	82.38
BOT2024.05		84.3	79.59	75.49	71.4	68.45	65.12	62.2	60.52	59.57
SAVC2024.05		81.12	76.14	72.43	68.92	66.48	62.95	59.92	58.39	57.11
SoftNet2024.05		79.77	75.08	70.59	66.93	64	61	57.81	55.81	54.68
C-FSCIL2024.05		76.4	71.14	66.46	63.29	60.42	57.46	54.78	53.11	51.41
CLOM2024.05		73.08	68.09	64.16	60.41	57.41	54.29	51.54	49.37	48
FACT2024.05		72.56	69.63	66.38	62.77	60.6	57.33	54.34	52.16	50.49
LIMIT2024.05		72.32	68.47	64.3	60.78	57.95	55.07	52.7	50.72	49.19
Rebalancing2024.05		72.3	66.37	61	56.93	53.31	49.93	46.47	44.13	42.19
F2M2024.05		72.05	67.47	63.16	59.7	56.71	53.77	51.11	49.21	47.84
MetaFSCIL2024.05		72.04	67.94	63.77	60.29	57.58	55.16	52.9	50.79	49.19
CEC2024.05		72	66.83	62.97	59.43	56.7	53.73	51.19	49.24	47.63
iCaRL2024.05		71.77	61.85	58.12	54.6	51.49	48.47	45.9	44.19	42.71
FSLL+SS2024.05		68.85	63.14	59.24	55.23	52.24	49.65	47.74	45.23	43.92
FSLL2024.05		66.48	61.75	58.16	54.16	51.1	48.53	46.54	44.2	42.28
TOPIC2024.05		61.31	50.09	45.17	41.16	37.48	35.52	32.19	29.46	24.42
EEIL2024.05		61.31	46.58	44	37.29	33.14	27.12	24.1	21.57	19.58