Few-Shot Class-Incremental Learning on CUB-200 (Session Accuracies and Improvements) benchmark leaderboard · SOTA2 Research

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

83.4Session 0 AccuracyYourSelf

Evaluation Results

Method	Links
YourSelf2025.03		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
BiAG2025.03		82.97	79.75	76.56	71.88	70.72	68.3	68.55	66.49	64.63	64.25	63.72	70.71	—	—
SVAC2025.03		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-FSCIL2025.03		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-FSCIL2025.03		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
ALFSCIL2025.03		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
KRRM2025.03		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
BiDist2025.03		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
GKEAL2025.03		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
SoftNet2025.03		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
WaRP2025.03		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
ALICE2025.03		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
IDLVQ2025.03		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
LIMIT2025.03		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
MetaFSCIL2025.03		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
FACT2025.03		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
CEC2025.03		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
ERL2025.03		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
MgSvF2025.03		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
TOPIC2025.03		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
SPPR2025.03		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