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Human Understanding on Ego-in-Exo, NeXTQA, VideoMME, ADL-X

-11.04Delta Source

Standard Adaptation

Updated 18d ago

Evaluation Results

Method	Links
Standard Adaptation 2025.10		-11.04	64.5	83	63	36.04	62.24	61.76
Adaptation Strategy (Trainable VE, Trainable LLM) 2025.10		-11.04	-	-	-	-	-	-
VISCOP 2025.10		-11	59.59	82.98	63.26	36.32	66.83	61.79
VISCOP 2025.10		-11	-	-	-	-	-	-
Standard Adaptation 2025.10		-8.87	56.92	83.24	62.74	52.21	64.5	63.92
Finetuning Strategy (Trainable VE, Trainable LLM) 2025.10		-8.87	56.92	83.24	62.74	52.21	64.5	63.92
Adaptation Strategy (Trainable VE, Trainable LLM) 2025.10		-8.87	-	-	-	-	-	-
Finetuning Strategy (Trainable VE, Frozen LLM) 2025.10		-7.84	59.42	83.16	64.41	52.92	64.86	64.95
VISCOP 2025.10		-4.58	71.19	83.71	63.67	55.89	66.62	68.22
VISCOP 2025.10		-4.58	71.19	83.71	63.67	55.89	66.62	68.22
VISCOP 2025.10		-4.58	-	-	-	-	-	-
Base VLM 2025.10		-	66.27	84.32	65.37	77.36	70.65	72.79
Base VLM 2025.10		-	66.27	84.32	65.37	77.36	70.65	72.79