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Video to Normal Map - After
Video to Normal Map - Before

This ComfyUI workflow is designed to convert a video into a temporally stable normal map, a technique valuable for various applications in computer graphics and 3D modeling. The workflow leverages several specialized nodes, including the NormalCrafterNode, VHS_LoadVideo, and VHS_VideoCombine, to process video frames and generate consistent normal maps that maintain temporal stability across frames. Temporal stability is crucial for ensuring that the normal maps do not flicker or shift unexpectedly when applied to 3D models, which is essential for high-quality visual effects and animations.

The workflow begins with the VHS_LoadVideo node, which imports the video file into the system. The video is then processed frame by frame using the NormalCrafterNode, which converts each frame into a normal map. The VHS_VideoCombine node is used to reassemble these frames into a coherent video output, ensuring that the normal maps are consistent and stable across the entire sequence. This process is facilitated by the comfyui-videohelpersuite and comfyui_controlnet_aux custom nodes, which enhance the workflow's ability to handle video data efficiently and accurately.