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cs.CV2026
OpenHome: From Perception to Insight in Smart-Home Camera Videos
Xianglong Wang, Neil Rodrigues, Pei Guo +9
Vision language models (VLMs) have been increasingly adopted in consumer smart-home camera systems to interpret recorded videos and provide insights. However, video clips captured…
cs.CV2026
IIR-VLM: In-Context Instance-level Recognition for Large Vision-Language Models
Liang Shi, Wei Li, Kevin M Beussman +2
Instance-level recognition (ILR) concerns distinguishing individual instances from one another, with person re-identification as a prominent example. Despite the impressive visual…