Mimir: Improving Video Diffusion Models for Precise Text Understanding
Shuai Tan, Biao Gong, Yutong Feng, Kecheng Zheng, Dandan Zheng, Shuwei Shi, Yujun Shen, Jingdong Chen, Ming Yang
Abstract
A majestic eagle soars above a vast, snow-covered forest, its powerful wings cutting through the crisp winter air. Below, a dense canopy of evergreen trees is blanketed in pristine snow, creating a serene landscape. A woman with short, curly silverhair in a red dress stands in a dimly lit, futuristic setting, looking to her left. Neon lights and digital screens fill the scene. By the end, she gazes away from the viewer against a neon cityscape, conveying mystery and anticipation. The transformation from a flower bud to a fully blooming flower. A vast, golden desert stretches endlessly under a brilliant blue sky in the early morning light. As the sun sets, the sky transforms into a canvas of vibrant oranges. Finally, the night falls, revealing a breathtaking canopy of stars, with the Milky Way arching gracefully over the tranquil.
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Cited by top-tier papers10
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- DreamRelation: Relation-Centric Video CustomizationYujie Wei, Shiwei Zhang, Hangjie Yuan, Biao Gong et al.ICCV 2025 · 5 citations
- GenTune: Toward Traceable Prompts to Improve Controllability of Image Refinement in Environment DesignWen-Fan Wang, Ting-Ying Lee, Chien-Ting Lu, Che-Wei Hsu et al.UIST 2025 · 4 citations
- FixTalk: Taming Identity Leakage for High-Quality Talking Head Generation in Extreme CasesShuai Tan, Bill Gong, Bin Ji, Ye PanICCV 2025 · 3 citations
- Stylized-Face: A Million-Level Stylized Face Dataset for Face RecognitionZhengyuan Peng, Jianqing Xu, Yuge Huang, Jinkun Hao et al.ICCV 2025 · 1 citation
Builds on30
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingChitwan Saharia, William Chan, Saurabh Saxena, Lala Li et al.NeurIPS 2022 · 8,965 citations
- SDXL: Improving Latent Diffusion Models for High-Resolution Image SynthesisDustin Podell, Zion English, Kyle Lacey, Andreas Blattmann et al.ICLR 2024 · 4,569 citations
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