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We made a deep dive video for this paper: https://www.youtube.com/watch?v=mwXIWcOXu8g.
\"Kamehameha! Transform text into video—just like that!\"

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This is an automated message from the Librarian Bot. I found the following papers similar to this paper.

\n

The following papers were recommended by the Semantic Scholar API

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• IMAGINE-E: Image Generation Intelligence Evaluation of State-of-the-art Text-to-Image Models (2025)
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• Generative Video Propagation (2024)
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• Open-Sora: Democratizing Efficient Video Production for All (2024)
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• Pushing the Boundaries of State Space Models for Image and Video Generation (2025)
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• Efficient Scaling of Diffusion Transformers for Text-to-Image Generation (2024)
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• SUGAR: Subject-Driven Video Customization in a Zero-Shot Manner (2024)
\n
• BlobGEN-Vid: Compositional Text-to-Video Generation with Blob Video Representations (2025)
\n

\n

Please give a thumbs up to this comment if you found it helpful!

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If you want recommendations for any Paper on Hugging Face checkout this Space

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You can directly ask Librarian Bot for paper recommendations by tagging it in a comment: \n\n@librarian-bot\n\t recommend

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We detail the foundational elements\nenabling high-quality visual generation, including the data curation pipeline,\nmodel architecture design, flow formulation, and advanced infrastructure for\nefficient and robust large-scale training. The Goku models demonstrate superior\nperformance in both qualitative and quantitative evaluations, setting new\nbenchmarks across major tasks. Specifically, Goku achieves 0.76 on GenEval and\n83.65 on DPG-Bench for text-to-image generation, and 84.85 on VBench for\ntext-to-video tasks. We believe that this work provides valuable insights and\npractical advancements for the research community in developing joint\nimage-and-video generation models.","upvotes":105,"discussionId":"67a983ee9b72585dd125890f","ai_summary":"Goku, a state-of-the-art family of joint image-and-video generation models using rectified flow Transformers, sets new benchmarks in text-to-image and text-to-video tasks.","ai_keywords":["rectified flow Transformers","image-and-video generation models","text-to-image generation","text-to-video tasks","GenEval","DPG-Bench","VBench"]},"canReadDatabase":false,"canManagePapers":false,"canSubmit":false,"hasHfLevelAccess":false,"upvoted":false,"upvoters":[{"_id":"630412d57373aacccd88af95","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1670594087059-630412d57373aacccd88af95.jpeg","isPro":true,"fullname":"Yasunori Ozaki","user":"alfredplpl","type":"user"},{"_id":"634c48a63d11eaedd88c7c4b","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/634c48a63d11eaedd88c7c4b/R1yITk1vNVbqQ9yNpdagm.png","isPro":false,"fullname":"MrlolDev","user":"MrlolDev","type":"user"},{"_id":"6482836de4bbb1c2dd303297","avatarUrl":"/avatars/64377886fdfb22ef329c3a61b0390813.svg","isPro":false,"fullname":"JIN","user":"PikaJIN","type":"user"},{"_id":"631c386bc73939ffc0716a37","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1662793811119-noauth.jpeg","isPro":false,"fullname":"SeongWan Kim","user":"idgmatrix","type":"user"},{"_id":"619507e7b74b6c591f794340","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/619507e7b74b6c591f794340/JbPDoy6Ko1V1-6oJJwFV8.jpeg","isPro":false,"fullname":"Weiyun Wang","user":"Weiyun1025","type":"user"},{"_id":"66f612b934b8ac9ffa44f084","avatarUrl":"/avatars/6836c122e19c66c90f1673f28b30d7f0.svg","isPro":false,"fullname":"Tang","user":"tommysally","type":"user"},{"_id":"652b83b73b5997ed71a310f2","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/652b83b73b5997ed71a310f2/ipCpdeHUp4-0OmRz5z8IW.png","isPro":false,"fullname":"Rui Zhao","user":"ruizhaocv","type":"user"},{"_id":"647f36a8454af0237bd49574","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/647f36a8454af0237bd49574/jshkqBUTY-GZL8As8y6Aq.jpeg","isPro":false,"fullname":"Florent Daudens","user":"fdaudens","type":"user"},{"_id":"61868ce808aae0b5499a2a95","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/61868ce808aae0b5499a2a95/F6BA0anbsoY_Z7M1JrwOe.jpeg","isPro":true,"fullname":"Sylvain Filoni","user":"fffiloni","type":"user"},{"_id":"63f0baf66309c84d5f4a2226","avatarUrl":"/avatars/a122f7d92441bd2feef7d4eda993fab7.svg","isPro":false,"fullname":"Meme155","user":"Meme145","type":"user"},{"_id":"646b43deb1202bc77c1024a4","avatarUrl":"/avatars/cf791574ab986bac274e7fbcf04e2a59.svg","isPro":false,"fullname":"hangyu guo","user":"Rosiness","type":"user"},{"_id":"64bd994ef8f28a19b0d0acbe","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/64bd994ef8f28a19b0d0acbe/igR6xy19rpgl2uqeh3iPa.jpeg","isPro":false,"fullname":"Snehasish Barman","user":"sbarman25","type":"user"}],"acceptLanguages":["*"],"dailyPaperRank":2}">