As artificial intelligence continues to evolve, the intersection of vision and language models is becoming increasingly crucial for real-world applications. The 4th Workshop on Computer Vision in the Wild (CVinW) at CVPR 2025 aims to foster discussions and innovations that push the boundaries of computer vision systems in unconstrained environments. Building on the success of our previous workshops: CVPR 2024 CVinW Workshop, CVPR 2023 CVinW Workshop and ECCV 2022 CVinW Workshop, this edition will focus on the next generation of large multimodal models (LMMs) and vision-language-action (VLA) systems, with an emphasis on temporal reasoning, video understanding, and physical interaction.