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2025-09-25
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Converts a single front-facing image into a short video that rotates the camera ~90° (clockwise or anticlockwise) to create an over-the-shoulder view. The motion comes from a reference video that is turned into a pose track (DWPose); that pose track drives the image-to-video model so the subject’s pose and likeness stay consistent. Pose-guided I2V with DWPose/ControlNet is a standard pattern.
Reference Image: your original front shot.
Reference Video or DWPose track: the rotation motion you want to follow (DWPose is commonly used for pose guidance).
Prompt: to influence style/look.
Image-to-Video Model: e.g., WAN 2.2 Animate/I2V for motion transfer with good identity hold.
Load the image and the reference video (or its DWPose output).
Set rotation range (about 90° for OTS).
Run to generate a short clip; save the last frame if you need a clean still for dialogue setups.
Match the first pose of the reference to the image pose to reduce drift. (Common guidance in pose-driven ComfyUI tutorials.)
If identity slips, try a reference-friendly I2V (WAN 2.2 variants) or adjust seeds.
Short pose clips (e.g., ~81 frames) run faster while still giving a smooth turn; use 9:16 if you need vertical output.
This is pose-driven reframing, not full 3D reconstruction. As text/image-to-video models improve, multi-character placement and camera re-angling may need less control video. (Current ComfyUI ecosystems widely pair DWPose/ControlNet with I2V for this use.)
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Converts a single front-facing image into a short video that rotates the camera ~90° (clockwise or anticlockwise) to create an over-the-shoulder view. The motion comes from a reference video that is turned into a pose track (DWPose); that pose track drives the image-to-video model so the subject’s pose and likeness stay consistent. Pose-guided I2V with DWPose/ControlNet is a standard pattern.
Reference Image: your original front shot.
Reference Video or DWPose track: the rotation motion you want to follow (DWPose is commonly used for pose guidance).
Prompt: to influence style/look.
Image-to-Video Model: e.g., WAN 2.2 Animate/I2V for motion transfer with good identity hold.
Load the image and the reference video (or its DWPose output).
Set rotation range (about 90° for OTS).
Run to generate a short clip; save the last frame if you need a clean still for dialogue setups.
Match the first pose of the reference to the image pose to reduce drift. (Common guidance in pose-driven ComfyUI tutorials.)
If identity slips, try a reference-friendly I2V (WAN 2.2 variants) or adjust seeds.
Short pose clips (e.g., ~81 frames) run faster while still giving a smooth turn; use 9:16 if you need vertical output.
This is pose-driven reframing, not full 3D reconstruction. As text/image-to-video models improve, multi-character placement and camera re-angling may need less control video. (Current ComfyUI ecosystems widely pair DWPose/ControlNet with I2V for this use.)
Read more