AI BriefingMiniMax-H3-360-Orbit-LoRA: Generate Seamless 360-Degree Orbit Videos from a Single Photo
pablodawson/MiniMax-H3-360-Orbit-LoRA
About the project
By specifying a single photo as both the first and last frames, the model generates a video where only the camera rotates 360 degrees around a static scene. The generated clips return exactly to the starting point, so no seams are visible when multiple videos are concatenated.
Existing first-last-frame models suffer from frozen screens when the start and end images are identical, but this LoRA achieves geometric consistency by learning from Gaussian splatting data. It implements natural orbital motion where the background and subject remain fixed while only the camera viewpoint moves.
Based on MiniMax-H3 FL2VA, it delivers optimal performance at 768x768 resolution and 73 frames. Trained on 28 clips based on static 3D scenes, it is suitable for creating short loop videos centered on characters.
pablodawson/MiniMax-H3-360-Orbit-LoRA
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