HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing

15 April 2024

Peng Wang

ArXiv (abs)PDF HTML HuggingFace (13 upvotes)

Papers citing "HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing"

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Title
LightBagel: A Light-weighted, Double Fusion Framework for Unified Multimodal Understanding and Generation Zeyu Wang Z. Chen Chenhui Gou Feng Li Chaorui Deng ... Kunchang Li Weihao Yu Haoqin Tu Haoqi Fan Cihang Xie 32 0 0 27 Oct 2025
Learning an Image Editing Model without Image Editing Pairs Nupur Kumari Sheng-Yu Wang Nanxuan Zhao Yotam Nitzan Yuheng Li Krishna Kumar Singh Richard Zhang Eli Shechtman Jun-Yan Zhu Xun Huang DiffM 159 0 0 16 Oct 2025
Constantly Improving Image Models Need Constantly Improving Benchmarks Jiaxin Ge Grace Luo Heekyung Lee Nishant Malpani Long Lian Xudong Wang Aleksander Holynski Trevor Darrell Sewon Min David M. Chan VLM 25 0 0 16 Oct 2025
SRUM: Fine-Grained Self-Rewarding for Unified Multimodal Models Weiyang Jin Yuwei Niu Jiaqi Liao Chengqi Duan Aoxue Li Shenghua Gao Xihui Liu LRM 41 1 0 14 Oct 2025
TBStar-Edit: From Image Editing Pattern Shifting to Consistency Enhancement Hao Fang Zechao Zhan Weixin Feng Ziwei Huang Xubin Li Tiezheng Ge DiffM 192 0 0 06 Oct 2025
EditReward: A Human-Aligned Reward Model for Instruction-Guided Image Editing Keming Wu Sicong Jiang Max Ku Ping Nie Minghao Liu Wenhu Chen 32 3 0 30 Sep 2025
Query-Kontext: An Unified Multimodal Model for Image Generation and Editing Yuxin Song Wenkai Dong Shizun Wang Qi Zhang Song Xue ... H. Yang Haocheng Feng Hang Zhou Xinyan Xiao Jingdong Wang DiffM MLLM 45 0 0 30 Sep 2025
Guiding Audio Editing with Audio Language Model Zitong Lan Yiduo Hao Mingmin Zhao DiffM KELM 70 1 0 25 Sep 2025
MultiEdit: Advancing Instruction-based Image Editing on Diverse and Challenging Tasks Mingsong Li Lin Liu Hongjun Wang Haoxing Chen Xijun Gu Shizhan Liu Dong Gong Junbo Zhao Zhenzhong Lan Jianguo Li 32 0 0 18 Sep 2025
EdiVal-Agent: An Object-Centric Framework for Automated, Fine-Grained Evaluation of Multi-Turn Editing Tianyu Chen Yasi Zhang Zhi Zhang Peiyu Yu Shu Wang ... Jianwen Xie Oscar Leong L. xilinx Wang Ying Nian Wu Mingyuan Zhou 37 0 0 16 Sep 2025
OneCAT: Decoder-Only Auto-Regressive Model for Unified Understanding and Generation Han Li Xinyu Peng Y. Wang Zelin Peng Xin Chen Rongxiang Weng Jingang Wang Xunliang Cai Wenrui Dai Hongkai Xiong MLLM OffRL 168 4 0 03 Sep 2025
Draw-In-Mind: Rebalancing Designer-Painter Roles in Unified Multimodal Models Benefits Image Editing Ziyun Zeng Junhao Zhang W. Li Mike Zheng Shou 30 0 0 02 Sep 2025
X2Edit: Revisiting Arbitrary-Instruction Image Editing through Self-Constructed Data and Task-Aware Representation Learning Jian Ma Xujie Zhu Zihao Pan Qirong Peng Xu Guo Chen Chen H. Lu 48 1 0 11 Aug 2025
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 DiffM 40 0 0 09 Aug 2025
SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity Ishani Mondal Meera Bharadwaj Ayush Roy Aparna Garimella Jordan L. Boyd-Graber KELM 117 0 0 30 Jul 2025
Trade-offs in Image Generation: How Do Different Dimensions Interact? Sicheng Zhang Binzhu Xie Zhonghao Yan Yuli Zhang Donghao Zhou Xiaofei Chen Shi Qiu Jiaqi Liu Guoyang Xie Zhichao Lu 71 2 0 29 Jul 2025
GPT-IMAGE-EDIT-1.5M: A Million-Scale, GPT-Generated Image Dataset Yuhan Wang Siwei Yang Bingchen Zhao Letian Zhang Qing Liu Yuyin Zhou Cihang Xie 78 16 0 28 Jul 2025
NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining Maksim Kuprashevich Grigorii Alekseenko Irina Tolstykh Georgii Fedorov Bulat Suleimanov Vladimir Dokholyan Aleksandr Gordeev 3DH 38 5 0 18 Jul 2025
Reasoning to Edit: Hypothetical Instruction-Based Image Editing with Visual Reasoning Qingdong He Xueqin Chen Chaoyi Wang Yanjie Pan Xiaobin Hu Zhenye Gan Yabiao Wang Chengjie Wang Xiangtai Li J. Zhang 100 2 0 02 Jul 2025
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 248 14 0 05 Jun 2025
Negative-Guided Subject Fidelity Optimization for Zero-Shot Subject-Driven Generation Chaehun Shin Jooyoung Choi J. Mok Jungbeom Lee Sungroh Yoon DiffM 186 0 0 04 Jun 2025
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 M. Soleymani Peng Wang DiffM VGen 204 3 0 03 Jun 2025
RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions Bimsara Pathiraja Maitreya Patel Shivam Singh Yezhou Yang Chitta Baral 111 1 0 03 Jun 2025
OASIS: Online Sample Selection for Continual Visual Instruction Tuning Minjae Lee Minhyuk Seo Tingyu Qu Tinne Tuytelaars Jonghyun Choi VLM 132 2 0 27 May 2025
What Changed? Detecting and Evaluating Instruction-Guided Image Edits with Multimodal Large Language Models Lorenzo Baraldi Davide Bucciarelli Federico Betti Marcella Cornia Lorenzo Baraldi Andrii Zadaianchuk Rita Cucchiara 313 2 0 26 May 2025
Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions Chenrui Ma Xi Xiao Tianyang Wang Yanning Shen DiffM 138 1 0 25 May 2025
OmniStyle: Filtering High Quality Style Transfer Data at ScaleComputer Vision and Pattern Recognition (CVPR), 2025 Ye Wang Ruiqi Liu Jiang Lin Fei Liu Zili Yi Yilin Wang Rui Ma 200 2 0 20 May 2025
CompBench: Benchmarking Complex Instruction-guided Image Editing Bohan Jia Hao Wu Yuntian Tang Junbo Qiao Jincheng Liao ... Lin Chen Fei Zhao Zihan Wang Yuan Xie Shaohui Lin CoGe 236 1 0 18 May 2025
Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities Wei Wei Jintao Guo Shanshan Zhao Minghao Fu Lunhao Duan ... Guo-Hua Wang Qing-Guo Chen Zhao Xu Weihua Luo Kaifu Zhang DiffM 673 16 0 05 May 2025
SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing Ming Li Xin Gu Fan Chen X. Xing Longyin Wen Chong Chen Sijie Zhu DiffM 342 7 0 05 May 2025
Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction Biao Gong Cheng Zou Dandan Zheng Hu Yu Jingdong Chen ... Qingpei Guo Rui Liu Weilong Chai Xinyu Xiao Ziyuan Huang MLLM 400 9 0 05 May 2025
Nexus-Gen: Unified Image Understanding, Generation, and Editing via Prefilled Autoregression in Shared Embedding Space Hong Zhang Zhongjie Duan Xingjun Wang Yuze Zhao Weiyi Lu Zhipeng Di Yongjun Xu Yingda Chen Yu Zhang MLLM 323 6 0 30 Apr 2025
Step1X-Edit: A Practical Framework for General Image Editing Shixuan Liu Yucheng Han Peng Xing Fukun Yin Rui Wang ... Yibo Zhu Binxing Jiao Wei Wei Gang Yu Daxin Jiang DiffM 561 104 0 24 Apr 2025
Early Timestep Zero-Shot Candidate Selection for Instruction-Guided Image Editing Joowon Kim Ziseok Lee Donghyeon Cho Sanghyun Jo Y. Jung Kyungsu Kim Eunho Yang DiffM 203 0 0 18 Apr 2025
Image Editing with Diffusion Models: A Survey Jia Wang Jie Hu Xiaoqi Ma Hanghang Ma Xiaoming Wei Enhua Wu 215 3 0 17 Apr 2025
SPIE: Semantic and Structural Post-Training of Image Editing Diffusion Models with AI feedback Elior Benarous Yilun Du Heng Yang 143 0 0 17 Apr 2025
SPICE: A Synergistic, Precise, Iterative, and Customizable Image Editing Workflow Kenan Tang Yanhong Li Yao Qin DiffM 172 0 0 13 Apr 2025
Flux Already Knows -- Activating Subject-Driven Image Generation without Training Hao Kang Stathi Fotiadis Liming Jiang Qing Yan Yumin Jia Zichuan Liu Min Jin Chong Xin Lu 190 6 0 12 Apr 2025
Lumina-OmniLV: A Unified Multimodal Framework for General Low-Level Vision Yuandong Pu Le Zhuo Kaiwen Zhu Liangbin Xie Wenlong Zhang Xiangyu Chen Peng Gao Botian Shi Chao Dong Yihao Liu MLLM 196 7 0 07 Apr 2025
Breaking Language Barriers in Visual Language Models via Multilingual Textual Regularization Iñigo Pikabea Iñaki Lacunza Oriol Pareras Carlos Escolano Aitor Gonzalez-Agirre Javier Hernando Marta Villegas VLM 304 1 0 28 Mar 2025
FireEdit: Fine-grained Instruction-based Image Editing via Region-aware Vision Language ModelComputer Vision and Pattern Recognition (CVPR), 2025 Zhiqiang Zhang Jia-Nan Li Zunnan Xu Hanhui Li Yiji Cheng Fa-Ting Hong Qin Lin Qinglin Lu Xiaodan Liang DiffM 218 10 0 25 Mar 2025
Fine-Tuning Diffusion Generative Models via Rich Preference Optimization Hanyang Zhao Haoxian Chen Yucheng Guo Genta Indra Winata Tingting Ou Ziyu Huang D. Yao Wenpin Tang 372 2 0 13 Mar 2025
EditAR: Unified Conditional Generation with Autoregressive ModelsComputer Vision and Pattern Recognition (CVPR), 2025 Jiteng Mu Nuno Vasconcelos Xinyu Wang DiffM 146 19 0 08 Jan 2025
HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing Jinbin Bai Wei Chow L. Yang Hefei Ling Juncheng Billy Li Hao Zhang Shuicheng Yan 308 19 0 05 Dec 2024
AnyEdit: Mastering Unified High-Quality Image Editing for Any IdeaComputer Vision and Pattern Recognition (CVPR), 2024 Qifan Yu Wei Chow Zhongqi Yue Kaihang Pan Yang Wu Xiaoyang Wan Juncheng Billy Li Siliang Tang Hao Zhang Yueting Zhuang DiffM 341 82 0 24 Nov 2024
Large-Scale Text-to-Image Model with Inpainting is a Zero-Shot Subject-Driven Image GeneratorComputer Vision and Pattern Recognition (CVPR), 2024 Chaehun Shin Jooyoung Choi Heeseung Kim Sungroh Yoon DiffM 306 25 0 23 Nov 2024
VIVID-10M: A Dataset and Baseline for Versatile and Interactive Video Local Editing Jiahao Hu Tianxiong Zhong Xuebo Wang Boyuan Jiang Xingye Tian Fei Yang Pengfei Wan Di Zhang VGen 188 7 0 22 Nov 2024
OmniEdit: Building Image Editing Generalist Models Through Specialist SupervisionInternational Conference on Learning Representations (ICLR), 2024 Cong Wei Zheyang Xiong Weiming Ren Xinrun Du Ge Zhang Lei Ma 285 67 0 11 Nov 2024
PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language InstructionsInternational Conference on Learning Representations (ICLR), 2024 Weifeng Lin Xinyu Wei Renrui Zhang Le Zhuo Shitian Zhao ... Junlin Xie Junlin Xie Yu Qiao Peng Gao Hongsheng Li MLLM DiffM 324 21 0 23 Sep 2024
NeIn: Telling What You Don't Want Nhat-Tan Bui Dinh-Hieu Hoang Quoc-Huy Trinh Minh-Triet Tran Truong Nguyen Susan Gauch 237 2 0 09 Sep 2024