Taming Rectified Flow for Inversion and Editing
Jiangshan Wang, Junfu Pu, Zhongang Qi, Jiayi Guo, Yue Ma, Nisha Huang, Yuxin Chen, Xiu Li, Ying Shan
2025Year
95Top-tier citations
Abstract
Rectified-flow-based diffusion transformers like FLUX and OpenSora have demonstrated outstanding performance in the field of image and video generation. Despite their robust generative capabilities, these models often struggle with inversion inaccuracies, which could further limit their effectiveness in downstream tasks such as image and video editing. To address this issue, we * Equal contribution
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 9895cbfc-30b6-4b6e-95fb-0fc63c13abbbCited by top-tier papers95
- MultiBooth: Towards Generating All Your Concepts in an Image from TextChenyang Zhu, Kai Li, Yue Ma, Chunming He et al.AAAI 2025 · 52 citations
- EasyCreator: Empowering 4D Creation through Video InpaintingYue Ma, Kunyu Feng, Xinhua Zhang, Hongyu Liu et al.ICLR 2026 · 47 citations
- Stochastic Self-Guidance for Training-Free Enhancement of Diffusion ModelsChubin Chen, Jiashu Zhu, Xiaokun Feng, Nisha Huang et al.ICLR 2026 · 44 citations
- UniEdit-Flow: Unleashing Inversion and Editing in the Era of Flow ModelsGuanlong Jiao, Biqing Huang, Kuan-Chieh Wang, Renjie LiaoICLR 2026 · 42 citations
- MindOmni: Unleashing Reasoning Generation in Vision Language Models with RGPOYicheng Xiao, Lin Song, Yukang Chen, Yingmin Luo et al.NeurIPS 2025 · 34 citations
Builds on41
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- Diffusion Models Beat GANs on Image SynthesisPrafulla Dhariwal, Alexander Quinn NicholNeurIPS 2021 · 13,211 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Denoising Diffusion Implicit ModelsJiaming Song, Chenlin Meng, Stefano ErmonICLR 2021 · 11,743 citations
- Emerging Properties in Self-Supervised Vision TransformersMathilde Caron, Hugo Touvron, Ishan Misra, Hervé Jégou et al.ICCV 2021 · 8,921 citations
Related papers
- Semantic Image Inversion and Editing using Rectified Stochastic Differential EquationsLitu Rout, Yujia Chen, Nataniel Ruiz, Constantine Caramanis et al.ICLR 2025
- Text-to-Image Rectified Flow as Plug-and-Play PriorsXiaofeng Yang, Cheng Chen, Xulei Yang, Fayao Liu et al.ICLR 2025
- SlerpFlow: Spherical Trajectory Correction for Rectified Flow InversionWenbin Duan, Yan Shu, Zhuoyuan Fu, Fangmin Zhao et al.ICML 2026
- FluxSpace: Disentangled Semantic Editing in Rectified Flow ModelsYusuf Dalva, Kavana Venkatesh, Pinar YanardagCVPR 2025
- Lightning-Fast Image Inversion and Editing for Text-to-Image Diffusion ModelsDvir Samuel, Barak Meiri, Haggai Maron, Yoad Tewel et al.ICLR 2025
