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  ## Model Description
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  MemCam is a memory-augmented framework for scene-consistent interactive video generation, built on [Wan2.1-T2V-1.3B](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B). It treats previously generated frames as external memory and dynamically retrieves the most viewpoint-relevant frames via co-visibility estimation, enabling faithful scene reconstruction even after 360° camera rotations.
 
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  ## Files
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  | File | Description |
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  |---|---|
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  | `dit_step20000.ckpt` | MemCam DiT checkpoint (trained 20k steps) |
 
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  ## Usage
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  ```bash
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  git clone https://github.com/newhorizon2005/MemCam.git
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  # Run inference
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  python inference_memcam.py
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  ```
 
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  ## Citation
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  ```bibtex
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  @inproceedings{gao2026memcam,
 
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  ## Model Description
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  MemCam is a memory-augmented framework for scene-consistent interactive video generation, built on [Wan2.1-T2V-1.3B](https://huggingface.co/Wan-AI/Wan2.1-T2V-1.3B). It treats previously generated frames as external memory and dynamically retrieves the most viewpoint-relevant frames via co-visibility estimation, enabling faithful scene reconstruction even after 360° camera rotations.
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  ## Files
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  | File | Description |
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  |---|---|
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  | `dit_step20000.ckpt` | MemCam DiT checkpoint (trained 20k steps) |
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  ## Usage
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  ```bash
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  git clone https://github.com/newhorizon2005/MemCam.git
 
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  # Run inference
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  python inference_memcam.py
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  ```
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  ## Citation
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  ```bibtex
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  @inproceedings{gao2026memcam,