Continual Visual Instruction Tuning on CVIT benchmark leaderboard · SOTA2 Research

Continual Visual Instruction Tuning on CVIT

49.63ADDirFT

Evaluation Results

Method	Links
DirFT2025.11		49.63	93.96	152.6	86.56	83.42	56.6	87.13	—
HPA2025.11		35.01	60.48	144.8	82.73	78.99	52.36	75.73	-4.87
HPA2025.11		34.35	63.49	148.62	82.13	78.76	52.34	76.62	-3.88
Safe Delta2025.11		33.67	46.36	142.1	83.78	80.35	53.67	73.32	-6.91
Safe Delta2025.11		26.01	47.98	146.82	83.8	81.04	53.54	73.2	-6.82
Replay2025.11		23.48	59.27	129.41	86.46	82.05	56.74	72.9	-17.89
Replay2025.11		21.33	25.64	141.96	85.32	81.41	59.85	69.25	-21.4
Model Tailor2025.11		20.32	35.88	145.76	79.04	78.89	52.84	68.79	-10.29
EWC2025.11		19.52	46.08	106.51	84.77	81.7	56.53	65.85	-24.9
SeqFT2025.11		19.32	45.19	106.64	85.23	81.13	56.6	65.68	-25.62
Zero-shot2025.11		18.95	20.63	6.55	0.04	24.5	0.02	11.78	—
SEFE2025.11		17.92	41.01	127.27	79.71	78.89	54.19	66.49	-20.83
Model Tailor2025.11		17.83	42.04	155.64	77.06	78.83	54.03	70.91	-11.79
SPPFT2025.11		16.26	43.86	110.34	78.22	63.97	53.7	61.06	-29.81
EWC2025.11		16.04	43.41	109.98	83.23	80.92	56.06	64.94	-25.81
SeqFT2025.11		15.98	50.24	111.39	84.07	81.58	56.86	66.69	-24.29
SEFE2025.11		14.81	41.37	126.72	81.18	78.89	54.17	66.19	-20.59
SPPFT2025.11		14.8	43.82	105.76	68.96	68.85	53.8	59.33	-31.21