Streaming Continual Visual-Instruction Tuning on StrCVIT benchmark leaderboard · SOTA2 Research

Streaming Continual Visual-Instruction Tuning on StrCVIT

33.37Places365 APStrLoRA

Evaluation Results

Method	Links
StrLoRA2026.05		33.37	2.99	69.65	0.75	36.27	3.92	—	—	75.95	0.38	57.36	2.53	53	3.29	84.48	0.74	76.49	1.46	61.85	1.91
MoELoRA2026.05		32.7	5.36	58.3	5.17	27.68	11.45	—	—	66.72	4.71	4.98	26.21	56.04	2.95	71.26	2.78	63.58	3.63	48.49	7.28
StrLoRA2026.05		32.36	6.66	60.52	3.3	32.63	8.02	—	—	72.2	0.87	6.2	12.88	58.32	3.64	68.45	8.71	73.54	4.15	51.03	5.46
LoRA2026.05		32.08	6.92	58.88	4.68	24.49	20.06	—	—	67.05	3.57	5.16	17.9	56.22	4.1	70.79	3.67	63.57	3.14	48.21	7.36
EWC2026.05		31.67	7.17	58.89	4.8	24.57	21.72	—	—	66.85	3.85	5	18.37	56.42	3.74	70.84	3.14	62.82	4.31	48.07	7.73
Replay2026.05		31.36	7.12	59.96	5.41	24.31	14.76	—	—	68.9	1.82	4.49	30.88	57.92	2.38	70.77	3.17	63.93	3.16	48.63	7.83
SMoLoRA2026.05		29.05	9.6	58.48	4.62	21.51	17.68	—	—	67.58	2.81	3.42	27.16	50.45	2.71	69.46	2.51	62.74	3.87	46.36	8.19
MoELoRA2026.05		26.14	21.27	69.1	1.62	33.94	4.51	—	—	74.23	0.84	55.3	6.9	53.67	1.86	84.41	0.65	74.78	3.81	60.19	4.69
EWC2026.05		24.45	21.62	68.36	1	31.19	2.02	—	—	72.97	0.79	59.4	2.39	52.34	3.71	83.05	1.17	66.25	3.48	58.68	4.11
LoRA2026.05		22.78	25.22	68.73	1.26	32.2	4.11	—	—	74.23	0.79	57.4	3.99	54.36	2.13	83.89	0.96	73.48	3.19	59.59	4.77
Replay2026.05		21.62	28.85	67.96	2.09	31.42	4.41	—	—	74.31	1.22	57.34	3.32	54.25	2.03	84.25	0.91	72.75	3.49	59.35	5.24
SMoLoRA2026.05		17.34	20.21	64.29	2.97	29.27	4.31	—	—	71.52	1.04	43.93	8.23	40.71	4	75.83	5.54	49.98	3.8	51.35	5.74
Zero-shot2026.05		13.5	—	45.5	—	18.3	—	—	—	1.5	—	0	—	6	—	0.09	—	32.2	—	14.64	—
Zero-shot2026.05		4.7	—	53.4	—	23	—	—	—	63.7	—	24.9	—	25.7	—	49.68	—	26.1	—	33.32	—