Efficient computer vision on mobile, auto and edge devices significantly impacts daily life, technology, and industry. This workshop will explore the latest advancements in multimodal LLM, autonomous driving, Gaussian splatting avatars, and robotics. Additionally, discussions will delve into new optimization methods and applications, highlighting the 2025 IEEE Low Power Computer Vision Challenge (lpcv.ai), where winners of the three tracks will present their innovative solutions.