CameraVLM Improves Motion Understanding via Motion-State and Flow Token Alignment

CameraVLM addresses VLM failure in determining camera direction by coupling off-screen motion representations with on-screen flow dynamics. It uses camera tokens for motion states and flow tokens for subject/background movement to achieve state-language alignment.