https://prompt-aligned.github.io/

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Existing personalization methods may\ncompromise personalization ability or the alignment to complex textual prompts.\nThis trade-off can impede the fulfillment of user prompts and subject fidelity.\nWe propose a new approach focusing on personalization methods for a\nsingle prompt to address this issue. We term our approach prompt-aligned\npersonalization. While this may seem restrictive, our method excels in\nimproving text alignment, enabling the creation of images with complex and\nintricate prompts, which may pose a challenge for current techniques. In\nparticular, our method keeps the personalized model aligned with a target\nprompt using an additional score distillation sampling term. We demonstrate the\nversatility of our method in multi- and single-shot settings and further show\nthat it can compose multiple subjects or use inspiration from reference images,\nsuch as artworks. We compare our approach quantitatively and qualitatively with\nexisting baselines and state-of-the-art techniques.","upvotes":50,"discussionId":"65a0bd7c9185dcca3061aa79","ai_summary":"Prompt-aligned personalization improves text alignment and enhances personalized image creation with complex prompts by using score distillation sampling.","ai_keywords":["prompt-aligned personalization","score distillation sampling"]},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"620783f24e28382272337ba4","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/620783f24e28382272337ba4/zkUveQPNiDfYjgGhuFErj.jpeg","isPro":false,"fullname":"GuoLiangTang","user":"Tommy930","type":"user"},{"_id":"637cb133bf9c9748e3be984e","avatarUrl":"/avatars/ce4859cd0de226b02e8f53fb0cc8e494.svg","isPro":false,"fullname":"Tausif Iqbal","user":"TieIncred","type":"user"},{"_id":"6538119803519fddb4a17e10","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6538119803519fddb4a17e10/ffJMkdx-rM7VvLTCM6ri_.jpeg","isPro":false,"fullname":"samusenps","user":"samusenps","type":"user"},{"_id":"635cada2c017767a629db012","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1667018139063-noauth.jpeg","isPro":false,"fullname":"Ojasvi Singh Yadav","user":"ojasvisingh786","type":"user"},{"_id":"638f308fc4444c6ca870b60a","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/638f308fc4444c6ca870b60a/Q11NK-8-JbiilJ-vk2LAR.png","isPro":true,"fullname":"Linoy Tsaban","user":"linoyts","type":"user"},{"_id":"60c8d264224e250fb0178f77","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/60c8d264224e250fb0178f77/i8fbkBVcoFeJRmkQ9kYAE.png","isPro":true,"fullname":"Adam Lee","user":"Abecid","type":"user"},{"_id":"6423e376774cc34079728933","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6423e376774cc34079728933/uMPBasPAGe4bgmNqabr8m.png","isPro":false,"fullname":"H3c","user":"h3clikejava","type":"user"},{"_id":"648eb1eb59c4e5c87dc116e0","avatarUrl":"/avatars/c636cea39c2c0937f01398c94ead5dad.svg","isPro":false,"fullname":"fdsqefsgergd","user":"T-representer","type":"user"},{"_id":"63470b9f3ea42ee2cb4f3279","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/no-auth/Xv8-IxM4GYM91IUOkRnCG.png","isPro":false,"fullname":"NG","user":"SirRa1zel","type":"user"},{"_id":"62a9afdd0472c0b7f94c491c","avatarUrl":"/avatars/7ca2d750fb67cc848dc07a9161bfa9dd.svg","isPro":false,"fullname":"Martin Viewegger","user":"Viewegger","type":"user"},{"_id":"64747f7e33192631bacd8831","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/64747f7e33192631bacd8831/dstkZJ4sHJSeqLesV5cOC.jpeg","isPro":false,"fullname":"Taufiq Dwi Purnomo","user":"taufiqdp","type":"user"},{"_id":"6572aa5849719ff0da8a9c8c","avatarUrl":"/avatars/516d1d3aaa0439ab738977787ce9c7d4.svg","isPro":false,"fullname":"CLEMENT L","user":"LVXXX","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":2}">