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Few-Shot Class-Incremental Learning on CUB-200 (Session Accuracies and Improvements)

83.4Session 0 Accuracy

YourSelf

Updated 4d ago

Evaluation Results

Method
YourSelf 2025.03	83.4	77	75.3	72.2	69.9	66.8	66	65.6	64.1	64.5	63.6	69.85	0.86	0.12
BiAG 2025.03	82.97	79.75	76.56	71.88	70.72	68.3	68.55	66.49	64.63	64.25	63.72	70.71	-	-
SVAC 2025.03	81.85	77.92	74.95	70.21	69.96	67.02	66.16	65.3	63.84	63.15	62.49	69.35	1.36	1.23
Comp-FSCIL 2025.03	80.94	77.51	74.34	71	68.77	66.41	64.85	63.92	62.12	62.1	61.17	68.47	2.24	2.55
NC-FSCIL 2025.03	80.45	75.98	72.3	70.28	68.17	65.16	64.43	63.25	60.66	60.01	59.44	67.28	3.43	4.28
ALFSCIL 2025.03	79.79	76.53	73.12	69.02	67.62	64.76	63.45	62.32	60.83	60.21	59.3	66.99	3.72	4.42
KRRM 2025.03	79.46	76.11	73.12	69.31	67.97	65.86	64.5	63.83	62.2	62	60.97	67.76	2.95	2.75
BiDist 2025.03	79.12	75.37	72.8	69.05	67.53	65.12	64	63.51	61.87	61.47	60.93	67.34	3.37	2.79
GKEAL 2025.03	78.88	75.62	72.32	68.62	67.23	64.26	62.98	61.89	60.2	59.21	58.67	66.34	4.37	5.05
SoftNet 2025.03	78.14	74.61	71.28	67.46	65.12	62.39	60.84	59.17	57.41	57.12	56.64	64.56	6.15	7.08
WaRP 2025.03	77.74	74.15	70.82	66.9	65.01	62.64	61.4	59.86	57.95	57.77	57.01	64.66	6.05	6.71
ALICE 2025.03	77.4	72.7	70.6	67.2	65.9	63.4	62.9	61.9	60.5	60.6	60.1	65.75	4.96	3.62
IDLVQ 2025.03	77.37	74.72	70.28	67.13	65.34	63.52	62.1	61.54	59.04	58.68	57.81	65.23	5.48	5.91
LIMIT 2025.03	76.32	74.18	72.68	69.19	68.79	65.64	63.57	62.69	61.47	60.44	58.45	66.67	4.04	5.27
MetaFSCIL 2025.03	75.9	72.41	68.78	64.78	62.96	59.99	58.3	56.85	54.78	53.82	52.64	61.93	8.78	11.08
FACT 2025.03	75.9	73.23	70.84	66.13	65.56	62.15	61.74	59.83	58.41	57.89	56.94	64.42	6.29	6.78
CEC 2025.03	75.85	71.94	68.5	63.5	62.43	58.27	57.73	55.81	54.83	53.52	52.28	61.33	9.38	11.44
ERL 2025.03	73.52	71.09	66.13	63.25	59.89	59.49	58.64	57.72	56.15	54.75	52.28	61.17	9.54	11.44
MgSvF 2025.03	72.29	70.53	67	64.92	62.67	61.89	59.63	59.15	57.73	55.92	54.33	62.37	8.34	9.39
TOPIC 2025.03	68.68	62.49	54.81	49.99	45.25	41.4	38.35	35.36	32.22	28.31	26.28	43.92	26.79	37.44
SPPR 2025.03	68.68	61.85	57.43	52.68	50.19	46.88	44.65	43.07	40.17	39.63	37.33	49.32	21.39	26.39