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README.md

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 # VideoGrain: Modulating Space-Time Attention for Multi-Grained Video Editing (ICLR 2025)
 
-[Github](https://github.com/XiangpengYang/VideoGrain) (⭐ Star our GitHub )
+[Github](https://github.com/knightyxp/VideoGrain) (⭐ Star our GitHub )
 
 [Project Page](https://knightyxp.github.io/VideoGrain_project_page)
 
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 This is the dataset proposed in our paper [VideoGrain: Modulating Space-Time Attention for Multi-Grained Video Editing](https://arxiv.org/abs/2502.17258) (ICLR 2025).
 
 VideoGrain is a zero-shot method for class-level, instance-level, and part-level video editing.
+- **Multi-grained Video Editing**
+  - class-level: Editing objects within the same class (previous SOTA limited to this level)
+  - instance-level: Editing each individual instance to distinct object
+  - part-level: Adding new objects or modifying existing attributes at the part-level
+- **Training-Free** 
+  - Does not require any training/fine-tuning
+- **One-Prompt Multi-region Control & Deep investigations about cross/self attn** 
+  - modulating cross-attn for multi-regions control (visualizations available)
+  - modulating self-attn for feature decoupling (clustering are available)
 
 # Directory
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