Few-Shot Class-Incremental Learning on CUB200 (incremental sessions)

84.19Session 0 AccuracyLIMIT+SV-Swin-T

Evaluation Results

Method
LIMIT+SV-Swin-T2023.03	84.19	82.63	81.21	78.97	79.38	77.64	77.55	75.71	75.91	75.77	76.17	78.65
LIMIT+SV2026.01	84.19	—	—	—	—	—	—	—	—	—	76.17	—
LIMIT+V-Swin-T2023.03	82.59	81.09	79.46	76.68	76.94	75.12	74.59	73.14	73.4	73.17	73.34	76.32
PriViLege2026.01	82.21	—	—	—	—	—	—	—	—	—	75.08	—
LIMIT+SV-ViT2023.03	82.2	80.31	79.18	76.6	76.82	75.15	74.78	73.99	73.83	73.43	73.52	76.35
CPE-CLIP2026.01	81.58	—	—	—	—	—	—	—	—	—	64.6	—
GCMR2026.01	80.64	—	—	—	—	—	—	—	—	—	59.87	—
S3C2023.03	80.62	77.55	73.19	68.54	68.05	64.33	63.58	62.07	60.61	59.79	58.95	67.03
NC-FSCIL2023.03	80.45	75.98	72.3	70.28	68.17	65.16	64.43	63.25	60.66	60.01	59.44	67.28
LIMIT+V-ViT2023.03	80.3	78.41	77.32	74.77	74.96	73.16	72.78	71.13	71.06	70.92	71.02	74.17
FeSSSS2023.03	79.6	73.46	70.32	66.38	63.97	59.63	58.19	57.56	55.01	54.31	52.98	62.85
SoftNet2023.03	78.07	74.58	71.37	67.54	65.37	62.6	61.07	59.37	57.53	57.21	56.75	64.68
MCNet2023.03	77.57	73.96	70.47	65.81	66.16	63.81	62.09	61.82	60.41	60.09	59.08	65.57
ALICE2023.03	77.4	72.7	70.6	67.2	65.9	63.4	62.9	61.9	60.5	60.6	60.1	65.75
IDLVQ-C2023.03	77.37	74.72	70.28	67.13	65.34	63.52	62.1	61.54	59.04	58.68	57.81	65.23
F2M2023.03	77.13	73.92	70.27	66.37	64.34	61.69	60.52	59.38	57.15	56.94	55.89	63.96
MetaFSCIL2023.03	75.9	72.41	68.78	64.78	62.96	59.99	58.3	56.85	54.78	53.82	52.64	61.93
FACT2023.03	75.9	73.23	70.84	66.13	65.56	62.15	61.74	59.83	58.41	57.89	56.94	64.42
Liu et al.2023.03	75.9	72.14	68.64	63.76	62.58	59.11	57.82	55.89	54.92	53.58	52.39	61.52
LIMIT2023.03	75.89	73.55	71.99	68.14	67.42	63.61	62.4	61.35	59.91	58.66	57.41	65.48
CEC2023.03	75.85	71.94	68.5	63.5	62.43	58.27	57.73	55.81	54.83	53.52	52.28	61.33
FSLL+SS2023.03	75.63	71.81	68.16	64.32	62.61	60.1	58.82	58.7	56.45	56.41	55.82	62.62
Decoupled-DeepEMD2023.03	75.35	70.69	66.68	62.34	59.76	56.54	54.61	52.52	50.73	49.2	47.6	58.73
ERL2023.03	73.52	70.12	65.12	62.01	58.56	57.99	56.77	56.52	55.01	53.68	50.01	59.93
ERL++2023.03	73.52	71.09	66.13	63.25	59.49	59.89	58.64	57.72	56.15	54.75	52.28	61.18
SvF2023.03	72.29	70.53	67	64.92	62.67	61.89	59.63	59.15	57.73	55.92	54.33	62.37
SS-iCaRL2023.03	69.89	61.24	55.81	50.99	48.18	46.91	43.99	39.78	37.5	34.54	31.33	47.28
SS-NCM2023.03	69.89	61.91	55.51	51.71	49.68	46.11	42.19	39.03	37.96	34.05	32.65	47.33
SS-NCM-CNN2023.03	69.89	64.87	59.82	55.14	52.48	49.6	47.87	45.1	40.47	38.1	35.25	50.78
Cheraghian et.al2023.03	68.78	59.37	59.32	54.96	52.58	49.81	48.09	46.32	44.33	43.43	43.23	51.84
Ft-CNN2023.03	68.68	43.7	25.05	17.72	18.08	16.95	15.1	10.6	8.93	8.93	8.47	22.02
iCaRL2023.03	68.68	52.65	48.61	44.16	36.62	29.52	27.83	26.26	24.01	23.89	21.16	36.67
EEIL2023.03	68.68	53.63	47.91	44.2	36.3	27.46	25.93	24.7	23.95	24.13	22.11	36.27
NCM2023.03	68.68	57.12	44.21	28.78	26.71	25.66	24.62	21.52	20.12	20.06	19.87	32.49
TOPIC2023.03	68.68	62.49	54.81	49.99	45.25	41.4	38.35	35.36	32.22	28.31	26.28	43.92
SPPR2023.03	68.68	61.85	57.43	52.68	50.19	46.88	44.65	43.07	40.17	39.63	37.33	49.32
SAKD2023.03	68.23	60.45	55.7	50.45	45.72	42.9	40.89	38.77	36.51	34.87	32.96	46.13