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

84.19Session 0 Accuracy

LIMIT+SV-Swin-T

Updated 4d ago

Evaluation Results

Method
LIMIT+SV-Swin-T 2023.03	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+SV 2026.01	84.19	-	-	-	-	-	-	-	-	-	76.17	-
LIMIT+V-Swin-T 2023.03	82.59	81.09	79.46	76.68	76.94	75.12	74.59	73.14	73.4	73.17	73.34	76.32
PriViLege 2026.01	82.21	-	-	-	-	-	-	-	-	-	75.08	-
LIMIT+SV-ViT 2023.03	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-CLIP 2026.01	81.58	-	-	-	-	-	-	-	-	-	64.6	-
GCMR 2026.01	80.64	-	-	-	-	-	-	-	-	-	59.87	-
S3C 2023.03	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-FSCIL 2023.03	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-ViT 2023.03	80.3	78.41	77.32	74.77	74.96	73.16	72.78	71.13	71.06	70.92	71.02	74.17
FeSSSS 2023.03	79.6	73.46	70.32	66.38	63.97	59.63	58.19	57.56	55.01	54.31	52.98	62.85
SoftNet 2023.03	78.07	74.58	71.37	67.54	65.37	62.6	61.07	59.37	57.53	57.21	56.75	64.68
MCNet 2023.03	77.57	73.96	70.47	65.81	66.16	63.81	62.09	61.82	60.41	60.09	59.08	65.57
ALICE 2023.03	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-C 2023.03	77.37	74.72	70.28	67.13	65.34	63.52	62.1	61.54	59.04	58.68	57.81	65.23
F2M 2023.03	77.13	73.92	70.27	66.37	64.34	61.69	60.52	59.38	57.15	56.94	55.89	63.96
MetaFSCIL 2023.03	75.9	72.41	68.78	64.78	62.96	59.99	58.3	56.85	54.78	53.82	52.64	61.93
FACT 2023.03	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
LIMIT 2023.03	75.89	73.55	71.99	68.14	67.42	63.61	62.4	61.35	59.91	58.66	57.41	65.48
CEC 2023.03	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+SS 2023.03	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-DeepEMD 2023.03	75.35	70.69	66.68	62.34	59.76	56.54	54.61	52.52	50.73	49.2	47.6	58.73
ERL 2023.03	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
SvF 2023.03	72.29	70.53	67	64.92	62.67	61.89	59.63	59.15	57.73	55.92	54.33	62.37
SS-iCaRL 2023.03	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-NCM 2023.03	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-CNN 2023.03	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.al 2023.03	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-CNN 2023.03	68.68	43.7	25.05	17.72	18.08	16.95	15.1	10.6	8.93	8.93	8.47	22.02
iCaRL 2023.03	68.68	52.65	48.61	44.16	36.62	29.52	27.83	26.26	24.01	23.89	21.16	36.67
EEIL 2023.03	68.68	53.63	47.91	44.2	36.3	27.46	25.93	24.7	23.95	24.13	22.11	36.27
NCM 2023.03	68.68	57.12	44.21	28.78	26.71	25.66	24.62	21.52	20.12	20.06	19.87	32.49
TOPIC 2023.03	68.68	62.49	54.81	49.99	45.25	41.4	38.35	35.36	32.22	28.31	26.28	43.92
SPPR 2023.03	68.68	61.85	57.43	52.68	50.19	46.88	44.65	43.07	40.17	39.63	37.33	49.32
SAKD 2023.03	68.23	60.45	55.7	50.45	45.72	42.9	40.89	38.77	36.51	34.87	32.96	46.13