Share your thoughts, 1 month free Claude Pro on usSee more

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

97.63Session 0 Accuracy

CoACT

Updated 1mo ago

Evaluation Results

Method	Links
CoACT 2024.05		97.63	97.55	97.09	97.02	97	96.58	96.3	96.29	96.24
PriViLege 2024.05		96.68	96.49	95.65	95.54	95.54	94.91	94.33	94.19	94.1
CPE-CLIP 2024.05		90.23	89.56	87.42	86.8	86.51	85.08	83.43	83.38	82.77
SV-T 2024.05		88.75	87.92	86.07	84.84	84.3	83.24	82.22	82.28	82.38
BOT 2024.05		84.3	79.59	75.49	71.4	68.45	65.12	62.2	60.52	59.57
SAVC 2024.05		81.12	76.14	72.43	68.92	66.48	62.95	59.92	58.39	57.11
SoftNet 2024.05		79.77	75.08	70.59	66.93	64	61	57.81	55.81	54.68
C-FSCIL 2024.05		76.4	71.14	66.46	63.29	60.42	57.46	54.78	53.11	51.41
CLOM 2024.05		73.08	68.09	64.16	60.41	57.41	54.29	51.54	49.37	48
FACT 2024.05		72.56	69.63	66.38	62.77	60.6	57.33	54.34	52.16	50.49
LIMIT 2024.05		72.32	68.47	64.3	60.78	57.95	55.07	52.7	50.72	49.19
Rebalancing 2024.05		72.3	66.37	61	56.93	53.31	49.93	46.47	44.13	42.19
F2M 2024.05		72.05	67.47	63.16	59.7	56.71	53.77	51.11	49.21	47.84
MetaFSCIL 2024.05		72.04	67.94	63.77	60.29	57.58	55.16	52.9	50.79	49.19
CEC 2024.05		72	66.83	62.97	59.43	56.7	53.73	51.19	49.24	47.63
iCaRL 2024.05		71.77	61.85	58.12	54.6	51.49	48.47	45.9	44.19	42.71
FSLL+SS 2024.05		68.85	63.14	59.24	55.23	52.24	49.65	47.74	45.23	43.92
FSLL 2024.05		66.48	61.75	58.16	54.16	51.1	48.53	46.54	44.2	42.28
TOPIC 2024.05		61.31	50.09	45.17	41.16	37.48	35.52	32.19	29.46	24.42
EEIL 2024.05		61.31	46.58	44	37.29	33.14	27.12	24.1	21.57	19.58