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Multimodal Continual Instruction Tuning on UCIT

89.91ImgNet-R Score

SAME

Updated 1d ago

Evaluation Results

Method	Links
SAME 2026.05		89.91	91.4	-	77.51	68.85	55.43	73.07	55.33
SAME 2026.06		89.91	91.4	-	77.51	68.85	55.43	73.07	55.33
DISCO 2026.05		88.88	94.25	-	69.5	60.75	56.32	69.54	47.52
DISCO 2026.06		88.88	94.25	-	69.5	60.75	56.32	69.54	47.52
HiDe-LLaVA 2026.05		87.62	91.12	-	57.62	31	50.41	60.08	42.68
HiDe-LLaVA 2026.06		87.62	91.12	-	57.62	31	50.41	60.08	42.68
CRAM 2026.06		87.23	92.17	-	80.43	70.67	57.35	74.73	60.55
DRAPE 2026.05		85.07	91.6	55.68	62.53	65.77	55.82	69.41	-
HiDe 2026.05		84.03	90.73	44.43	58.93	41.37	54.25	62.29	-
SEFE 2026.05		80.83	78	47.01	69.63	65.83	57.92	66.54	-
ModalPrompt 2026.05		80.5	90.62	-	63.5	55.75	57.09	67.93	60.13
ModalPrompt 2026.06		80.5	90.62	-	63.5	55.75	57.09	67.93	60.13
O-LoRA 2026.05		77.5	78.07	44.5	63.13	64.73	58.16	64.35	-
Replay-LoRA 2026.05		76.93	87.07	-	56.43	36.4	55.94	61.18	54.31
Replay-LoRA 2026.06		76.93	87.07	-	56.43	36.4	55.94	61.18	54.31
MoELoRA 2026.05		70.07	77.7	44.69	50.03	54.03	57.34	58.98	-
CL-MoE 2026.05		66.33	77	44.78	51.87	53.53	57.42	58.49	-
CL-MoE 2026.05		64.12	78.38	-	62	50.75	58.06	59.69	44.83
CL-MoE 2026.06		64.12	78.38	-	62	50.75	58.06	59.69	44.83
MoE-LoRA 2026.05		58.43	77.57	-	68.9	56.73	58.27	60.79	44.83
MoE-LoRA 2026.06		58.43	77.57	-	68.9	56.73	58.27	60.79	44.83
LoRA-FT 2026.05		58.03	77.63	44.39	67.4	61.77	58.22	61.24	-
ModalPrompt 2026.05		51.07	87.27	48.11	39.23	46.57	42.93	52.53	-
FT-LoRA 2026.05		29.33	55.3	-	26.13	13.07	58.07	37.9	45.51
FT-LoRA 2026.06		29.33	55.3	-	26.13	13.07	58.07	37.9	45.51
Zero-shot 2026.05		18.88	52.62	-	21.25	21.12	41.44	32.34	38.75
Zero-shot 2026.06		18.88	52.62	-	21.25	21.12	41.44	32.34	38.75
Zero-shot 2026.05		16.27	53.73	38.39	19.2	20.63	41.88	-	-