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+ # Out of Sight but Not Out of Mind: Hybrid Memory for Dynamic Video World Models
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+
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+ <div align="center">
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+ <a href="https://kj-chen666.github.io/Hybrid-Memory-in-Video-World-Models/"><img src="https://img.shields.io/badge/Project-Page-orange.svg?logo=googlehome" alt="Project Page"></a>
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+ <a href="https://github.com/H-EmbodVis/HyDRA"><img src="https://img.shields.io/badge/GitHub-Repository-black?logo=github" alt="GitHub"></a>
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+ <a href="https://arxiv.org/pdf/2603.25716"><img src="https://img.shields.io/badge/arXiv-Paper-b31b1b?logo=Arxiv" alt="arXiv"></a>
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+ </div>
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+
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+ ## HM-World
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+
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+ `HM-World` is a dataset for hybrid memory in dynamic video world models. It provides video sequences, foreground masks, camera pose annotations, character pose annotations, event timestamps, and text captions for each sample.
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+
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+ ## Usage
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+
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+ Merge the split archives and extract the dataset with:
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+
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+ ```bash
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+ cat HM-World_* | tar -xzvf -
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+ ```
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+
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+ ## Dataset Structure
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+
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+ ```text
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+ HM-World/
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+ ├── sample1/
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+ │ ├── cond.mp4
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+ │ ├── tgt.mp4
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+ │ ├── cond_mask.mp4
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+ │ ├── tgt_mask.mp4
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+ │ ├── camera.json
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+ │ ├── character.json
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+ │ └── check.json
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+ ├── sample2/
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+ │ └── ...
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+ ├── ...
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+ └── caption.txt
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+ ```
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+
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+ ## File Description
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+
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+ - `cond.mp4`: condition video.
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+ - `tgt.mp4`: target video.
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+ - `cond_mask.mp4`: foreground mask video for the condition video.
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+ - `tgt_mask.mp4`: foreground mask video for the target video.
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+ - `camera.json`: camera pose information.
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+ - `character.json`: character pose information.
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+ - `check.json`: timestamps that record when the subjects enters or leaves the frame.
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+ - `caption.txt`: captions for all samples in the dataset.
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+
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+