图像生成

FIA-Edit: Frequency-Interactive Attention for Efficient and High-Fidelity Inversion-Free Text-Guided Image Editing

Kaixiang Yang, Boyang Shen, Xin Li, Yuchen Dai, Yuxuan Luo, Yueran Ma, Wei Fang, Qiang Li, Zhiwei Wang

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments AAAI 2026

EditInfinity: Image Editing with Binary-Quantized Generative Models

Jiahuan Wang, Yuxin Chen, Jun Yu, Guangming Lu, Wenjie Pei

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳）） ； The Hong Kong University of Science and Technology（香港科技大学） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments 28 pages, 13 figures, accepted by The Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025)

Understanding the Implicit User Intention via Reasoning with Large Language Model for Image Editing

Yijia Wang, Yiqing Shen, Weiming Chen, Zhihai He

机构 * Southern University of Science and Technology, Shenzhen, China（南方科技大学） ； Johns Hopkins University, Baltimore, USA（约翰霍普金斯大学） ； Pengcheng Laboratory, Shenzhen, China（鹏城实验室） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

GeoDiffusion: A Training-Free Framework for Accurate 3D Geometric Conditioning in Image Generation

Phillip Mueller, Talip Uenlue, Sebastian Schmidt, Marcel Kollovieh, Jiajie Fan, Stephan Guennemann, Lars Mikelsons

机构 * University of Augsburg（奥格斯堡大学） ； BMW Group（宝马集团） ； Technical University of Munich（慕尼黑技术大学） ； Leiden University（莱顿大学） 纠错

专题命中 图像编辑 ：image generation(title,abstract)；image editing(abstract)；分类 cs.CV

CannyEdit: Selective Canny Control and Dual-Prompt Guidance for Training-Free Image Editing

Weiyan Xie, Han Gao, Didan Deng, Kaican Li, April Hua Liu, Yongxiang Huang, Nevin L. Zhang

专题命中 图像编辑 ：image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

Comments Project Page: vaynexie.github.io/CannyEdit/; MindSpore Code: github.com/mindspore-lab/mindone/tree/master/examples/canny_edit; PyTorch Code: github.com/vaynexie/CannyEdit

ChronoEdit: Towards Temporal Reasoning for Image Editing and World Simulation

Jay Zhangjie Wu, Xuanchi Ren, Tianchang Shen, Tianshi Cao, Kai He, Yifan Lu, Ruiyuan Gao, Enze Xie, Shiyi Lan, Jose M. Alvarez, Jun Gao, Sanja Fidler, Zian Wang, Huan Ling

机构 * NVIDIA ； University of Toronto（多伦多大学） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；image generation(abstract)；分类 cs.CV

Comments Project Page: https://research.nvidia.com/labs/toronto-ai/chronoedit

TBStar-Edit: From Image Editing Pattern Shifting to Consistency Enhancement

Hao Fang, Zechao Zhan, Weixin Feng, Ziwei Huang, Xubin Li, Tiezheng Ge

机构 * Taobao & Tmall Group of Alibaba（阿里巴巴淘宝及天猫集团） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；image generation(abstract)；分类 cs.CV

AutoEdit: Automatic Hyperparameter Tuning for Image Editing

Chau Pham, Quan Dao, Mahesh Bhosale, Yunjie Tian, Dimitris Metaxas, David Doermann

机构 * University at Buffalo（布法罗大学） ； Rutgers University（罗格斯大学） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Provided code link

Prompt-to-Prompt: Text-Based Image Editing Via Cross-Attention Mechanisms -- The Research of Hyperparameters and Novel Mechanisms to Enhance Existing Frameworks

Linn Bieske, Carla Lorente

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

SpotEdit: Evaluating Visually-Guided Image Editing Methods

Sara Ghazanfari, Wei-An Lin, Haitong Tian, Ersin Yumer

机构 * New York University, US（纽约大学） ； Adobe Inc（Adobe公司） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

TDEdit: A Unified Diffusion Framework for Text-Drag Guided Image Manipulation

Qihang Wang, Yaxiong Wang, Lechao Cheng, Zhun Zhong

机构 * Hefei University of Technology（合肥工业大学） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(abstract)；分类 cs.CV

Beyond Sliders: Mastering the Art of Diffusion-based Image Manipulation

Yufei Tang, Daiheng Gao, Pingyu Wu, Wenbo Zhou, Bang Zhang, Weiming Zhang

机构 * FUYAO University Of Science And Technology（福尧大学科学技术学院） ； University of Science and Technology of China（中国科学技术大学） ； Anhui Province Key Laboratory of Digital Security（安徽省数字安全重点实验室） ； Alibaba TongYi Lab（阿里巴巴通义实验室） 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image generation(abstract)；分类 cs.CV

Comments 6 pages, 6 figures

An LLM-LVLM Driven Agent for Iterative and Fine-Grained Image Editing

Zihan Liang, Jiahao Sun, Haoran Ma

机构 * Kunming University of Science and Technology（昆明理工大学） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；text-to-image(abstract)；分类 cs.CV

UGD-IML: A Unified Generative Diffusion-based Framework for Constrained and Unconstrained Image Manipulation Localization

Yachun Mi, Xingyang He, Shixin Sun, Yu Li, Yanting Li, Zhixuan Li, Jian Jin, Chen Hui, Shaohui Liu

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(abstract)；分类 cs.CV

DCT-Shield: A Robust Frequency Domain Defense against Malicious Image Editing

Aniruddha Bala, Rohit Chowdhury, Rohan Jaiswal, Siddharth Roheda

机构 * Samsung R&D Institute（三星研发研究所） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted to ICCV 2025

Step1X-Edit: A Practical Framework for General Image Editing

Shiyu Liu, Yucheng Han, Peng Xing, Fukun Yin, Rui Wang, Wei Cheng, Jiaqi Liao, Yingming Wang, Honghao Fu, Chunrui Han, Guopeng Li, Yuang Peng, Quan Sun, Jingwei Wu, Yan Cai, Zheng Ge, Ranchen Ming, Lei Xia, Xianfang Zeng, Yibo Zhu, Binxing Jiao, Xiangyu Zhang, Gang Yu, Daxin Jiang

机构 * Step1X-Image Team（Step1X-图像团队） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments code: https://github.com/stepfun-ai/Step1X-Edit

FlowAlign: Trajectory-Regularized, Inversion-Free Flow-based Image Editing

Jeongsol Kim, Yeobin Hong, Jonghyun Park, Jong Chul Ye

机构 * KAIST（韩国科学技术院） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Scale Your Instructions: Enhance the Instruction-Following Fidelity of Unified Image Generation Model by Self-Adaptive Attention Scaling

Chao Zhou, Tianyi Wei, Nenghai Yu

机构 * University of Science and Technology of China（中国科学技术大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 图像编辑 ：image generation(title,abstract)；image editing(abstract)；分类 cs.CV

Comments Accept by ICCV2025

FlexEdit: Marrying Free-Shape Masks to VLLM for Flexible Image Editing

Tianshuo Yuan, Yuxiang Lin, Jue Wang, Zhi-Qi Cheng, Xiaolong Wang, Jiao GH, Wei Chen, Xiaojiang Peng

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments 15 pages, 14 figures

Bayesian Optimization for Controlled Image Editing via LLMs

Chengkun Cai, Haoliang Liu, Xu Zhao, Zhongyu Jiang, Tianfang Zhang, Zongkai Wu, John Lee, Jenq-Neng Hwang, Lei Li

机构 * University of Edinburgh（爱丁堡大学） ； University of Manchester（曼彻斯特大学） ； University of Washington（华盛顿大学） ； Tsinghua University（清华大学） ； Skai Intelligence（Skai智能科技） ； University of Copenhagen（哥本哈根大学） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；image generation(abstract)；分类 cs.CV

Comments 8 figures, accept at ACL2025 Findings

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing

Chun-Hsiao Yeh, Yilin Wang, Nanxuan Zhao, Richard Zhang, Yuheng Li, Yi Ma, Krishna Kumar Singh

机构 * UC Berkeley（伯克利大学） ； HKU（香港大学） ； Adobe（Adobe公司） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Project page: https://danielchyeh.github.io/x-planner/

Inverse-and-Edit: Effective and Fast Image Editing by Cycle Consistency Models

Ilia Beletskii, Andrey Kuznetsov, Aibek Alanov

机构 * HSE University（俄罗斯高等经济大学） ； AIRI（人工智能研究院） ； Sber（俄罗斯储蓄银行） ； Innopolis 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments The code of our method is available on GitHub at https://github.com/ControlGenAI/Inverse-and-Edit

ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid Motions

Di Chang, Mingdeng Cao, Yichun Shi, Bo Liu, Shengqu Cai, Shijie Zhou, Weilin Huang, Gordon Wetzstein, Mohammad Soleymani, Peng Wang

机构 * ByteDance Seed（字节跳动种子） ； University of Southern California（南加州大学） ； University of Tokyo（东京大学） ； University of California Berkeley（加州大学伯克利分校） ； Stanford University（斯坦福大学） ； University of California Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Website: https://boese0601.github.io/bytemorph Dataset: https://huggingface.co/datasets/ByteDance-Seed/BM-6M Benchmark: https://huggingface.co/datasets/ByteDance-Seed/BM-Bench Code: https://github.com/ByteDance-Seed/BM-code Demo: https://huggingface.co/spaces/Boese0601/ByteMorph-Demo

SeedEdit 3.0: Fast and High-Quality Generative Image Editing

Peng Wang, Yichun Shi, Xiaochen Lian, Zhonghua Zhai, Xin Xia, Xuefeng Xiao, Weilin Huang, Jianchao Yang

机构 * ByteDance（字节跳动） 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Website: https://seed.bytedance.com/tech/seededit

X-Edit: Detecting and Localizing Edits in Images Altered by Text-Guided Diffusion Models

Valentina Bazyleva, Nicolo Bonettini, Gaurav Bharaj

机构 * Reality Defender 纠错

专题命中 图像编辑 ：diffusion(title,abstract)；image editing(abstract)；分类 cs.CV

Comments CVPR (XAI4CV) 2025

OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision

Cong Wei, Zheyang Xiong, Weiming Ren, Xinrun Du, Ge Zhang, Wenhu Chen

机构 * University of Waterloo（滑铁卢大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Vector Institute（向量研究所） ； M-A-P 纠错

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments 21 pages

Concept Lancet: Image Editing with Compositional Representation Transplant

Jinqi Luo, Tianjiao Ding, Kwan Ho Ryan Chan, Hancheng Min, Chris Callison-Burch, René Vidal

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted in CVPR 2025. Project page at https://peterljq.github.io/project/colan

Training-Free Text-Guided Image Editing with Visual Autoregressive Model

Yufei Wang, Lanqing Guo, Zhihao Li, Jiaxing Huang, Pichao Wang, Bihan Wen, Jian Wang

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

FireEdit: Fine-grained Instruction-based Image Editing via Region-aware Vision Language Model

Jun Zhou, Jiahao Li, Zunnan Xu, Hanhui Li, Yiji Cheng, Fa-Ting Hong, Qin Lin, Qinglin Lu, Xiaodan Liang

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted to CVPR 2025

AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea

Qifan Yu, Wei Chow, Zhongqi Yue, Kaihang Pan, Yang Wu, Xiaoyang Wan, Juncheng Li, Siliang Tang, Hanwang Zhang, Yueting Zhuang

专题命中 图像编辑 ：image editing(title,abstract)；diffusion(abstract)；分类 cs.CV

Comments Accepted by CVPR 2025