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Apply for community grant: Academic project (gpu and storage)
Title: ID-Patch: Robust ID Association for Group Photo Personalization
Project Page: https://byteaigc.github.io/ID-Patch/
GitHub: https://github.com/bytedance/ID-Patch
Model: https://huggingface.co/ByteDance/ID-Patch
Our paper has been accepted to CVPR 2025.
Abstract: The ability to synthesize personalized group photos and specify the positions of each identity offers immense creative potential. While such imagery can be visually appealing, it presents significant challenges for existing technologies. A persistent issue is identity (ID) leakage, where injected facial features interfere with one another, resulting in low face resemblance, incorrect positioning, and visual artifacts. Existing methods suffer from limitations such as the reliance on segmentation models, increased runtime, or a high probability of ID leakage. To address these challenges, we propose ID-Patch, a novel method that provides robust association between identities and 2D positions. Our approach generates an ID patch and ID embeddings from the same facial features: the ID patch is positioned on the conditional image for precise spatial control, while the ID embeddings integrate with text embeddings to ensure high resemblance. Experimental results demonstrate that ID-Patch surpasses baseline methods across metrics, such as face ID resemblance, ID-position association accuracy, and generation efficiency.
@hysts Could you please grant GPU and storage for our demo in this space? Thank you so much for your support!
Hi @DamonDemon , we've assigned ZeroGPU to this Space. Please check the compatibility and usage sections of this page so your Space can run on ZeroGPU.
As for storage, each Space has 50GB of ephemeral storage (docs), so most Spaces don't need persistent storage. If your Space does need it, let us know.
@hysts
Thanks so much for the ZeroGPU grant! The demo is almost complete, and I may need to transfer it to ByteDance’s organization page (https://huggingface.co/ByteDance). However, since I am no longer a ByteDance member, I’m a bit unsure about the best way to handle this.
Could you kindly advise? Should I simply ask my coauthor, who is a current ByteDance member, to copy the demo and apply for a new ZeroGPU grant? Or is it possible for me to transfer ownership of the demo to him so that he can manage the transfer directly?
@DamonDemon
Looks like you've already asked your coauthor to apply for a grant from the ByteDance org. I've just assigned ZeroGPU to it.
Transferring a Space to an org where you don't have access is a bit tricky, so I think the way you handled it is actually the best way. Thanks!