Continual Generalized Category Discovery on CIFAR-100 (All) benchmark leaderboard · SOTA2 Research

Continual Generalized Category Discovery on CIFAR-100 (All)

90.82Accuracy (Offline, All)VanillaGCD

Updated 26d ago

Evaluation Results

Method	Links
VanillaGCD2026.07		90.82	—	—	—	—	—	—	—	—	—	—	—	72.32	78.5	41.4	67.04	72.5	34.3	57.99	62.26	28.1	56.6	59.55	33	51.36	53.7	30.3
MetaGCD2026.07		90.82	—	—	—	—	—	—	—	—	—	—	—	76.12	83.6	38.7	69.4	72.82	48.9	61.95	65.76	35.3	58.22	61.21	34.3	55.78	58.47	31.6
VC-CGCD2026.07		90.64	—	—	—	—	—	—	—	—	—	—	—	83.22	83.56	81.5	76.33	85.26	54	70.55	79.74	55.23	64.99	81.94	43.8	61.28	62.7	48.5
SimGCD2026.07		90.36	—	—	—	—	—	—	—	—	—	—	—	73.37	86.44	8	62.56	72.43	3.3	54.17	61.61	2.1	47.62	53.37	1.6	43.53	47.86	4.6
FRoST2026.07		90.36	—	—	—	—	—	—	—	—	—	—	—	76.87	79.58	63.3	65.31	68.88	43.9	58.01	61.09	36.5	49.27	50.9	36.2	48.03	48.17	46.8
GM2026.07		90.36	—	—	—	—	—	—	—	—	—	—	—	76.58	79.8	60.5	71.1	74.52	50.6	63.51	68.16	31	59.74	62.51	37.6	54.11	54.74	48.4
Happy2026.07		90.36	—	—	—	—	—	—	—	—	—	—	—	80.4	85.26	56.1	74.13	78.27	49.3	68.23	70.86	49.8	62.26	63.75	50.3	59.99	60.96	51.3
KMeans2026.07		66.16	—	—	—	—	—	—	—	—	—	—	—	40.27	41.76	32.8	37.14	38.33	30	36.2	37.63	26.2	36.66	38.3	23.5	35.69	36.79	25.8
Happy2026.07		—	85.2	81.63	77.94	74.57	69.16	66.25	62.34	59.72	54.49	52.89	68.42	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—
VC-CGCD2026.07		—	85.6	83.35	80.51	75.24	71.17	68.23	63.73	61.03	59.51	54.87	70.32	—	—	—	—	—	—	—	—	—	—	—	—	—	—	—