{"id":19279848,"url":"https://github.com/showlab/ringid","last_synced_at":"2026-03-16T07:08:10.387Z","repository":{"id":234761953,"uuid":"789470882","full_name":"showlab/RingID","owner":"showlab","description":null,"archived":false,"fork":false,"pushed_at":"2024-08-30T18:01:21.000Z","size":17503,"stargazers_count":32,"open_issues_count":2,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-04-11T22:51:39.578Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/showlab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-04-20T16:36:35.000Z","updated_at":"2025-04-03T03:06:26.000Z","dependencies_parsed_at":"2025-01-05T16:27:22.747Z","dependency_job_id":"db70cbb8-0315-4d41-a337-57af8883ba3e","html_url":"https://github.com/showlab/RingID","commit_stats":null,"previous_names":["showlab/ringid"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/showlab/RingID","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/showlab%2FRingID","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/showlab%2FRingID/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/showlab%2FRingID/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/showlab%2FRingID/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/showlab","download_url":"https://codeload.github.com/showlab/RingID/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/showlab%2FRingID/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":263300250,"owners_count":23445207,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-11-09T21:16:12.401Z","updated_at":"2026-03-16T07:08:05.345Z","avatar_url":"https://github.com/showlab.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv align=\"center\"\u003e\n\u003ch1\u003eRingID 🔍 \u003c/h1\u003e\n\u003ch3\u003eRingID: Rethinking Tree-Ring Watermarking for Enhanced Multi-Key Identification\u003c/h3\u003e\n\n[Hai Ci](https://scholar.google.com/citations?user=GMrjppAAAAAJ\u0026hl=en)\u003csup\u003e\u0026#42;\u003c/sup\u003e\u0026nbsp; Pei Yang\u003csup\u003e\u0026#42;\u003c/sup\u003e\u0026nbsp; [Yiren Song](https://scholar.google.com/citations?user=L2YS0jgAAAAJ\u0026hl=en\u0026oi=ao)\u003csup\u003e\u0026#42;\u003c/sup\u003e\u0026nbsp; [Mike Zheng Shou](https://sites.google.com/view/showlab)\n\nNational University of Singapore\n\n[Project Page](https://sites.google.com/view/ringid2?usp=sharing) | [Arxiv](http://arxiv.org/abs/2404.14055)\n\n\u003c/div\u003e\n\n\u003cimg src=\"assets/teaser.png\" width=\"1000\"\u003e\n\n**RingID** presents a robust diffusion image watermarking approach to imprint multiple keys. It bases on the training-free approach Tree-Ring\u003csub\u003e[1]\u003c/sub\u003e, but significantly enhances in both watermark verification and multi-key identification. \n\n\n## Method\n\u003cimg src=\"assets/pipeline_v2.png\" width=\"1000\"\u003e\nRingID identifies the limitations in Tree-Ring's design and suggests a series of approaches for enhanced distinguishability and robustness.\n\n\n## Dependencies\n- PyTorch == 1.13.0\n- transformers == 4.23.1\n- diffusers == 0.11.1\n- datasets\n\nNote: higher diffusers version may not be compatible with the DDIM inversion code.\n\n## Usage\n\n### Verification\n```python\npython verify.py --run_name verification --online\n```\n\n### Identification\n```python\npython identify.py --run_name identification --online\n```\n\n\n## Citation\n\n```bibtex\n@article{ci2024ringid,\n  title={RingID: Rethinking Tree-Ring Watermarking for Enhanced Multi-Key Identification},\n  author={Ci, Hai and Yang, Pei and Song, Yiren and Shou, Mike Zheng},\n  journal={arXiv preprint arXiv:2404.14055},\n  year={2024}\n}\n```\n\n## Acknowledgement\n\n[1] [Tree-ring watermarks: Fingerprints for diffusion images that are invisible and robust](https://github.com/YuxinWenRick/tree-ring-watermark)\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshowlab%2Fringid","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fshowlab%2Fringid","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fshowlab%2Fringid/lists"}