I2EBench: A Comprehensive Benchmark for Instruction-based Image Editing

26 August 2024

Jiayi Ji

Xiaoshuai Sun

Rongrong Ji

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Papers citing "I2EBench: A Comprehensive Benchmark for Instruction-based Image Editing"

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Title
What Changed? Detecting and Evaluating Instruction-Guided Image Edits with Multimodal Large Language Models Lorenzo Baraldi Davide Bucciarelli Federico Betti Marcella Cornia Lorenzo Baraldi N. Sebe Rita Cucchiara 198 0 0 26 May 2025
CompBench: Benchmarking Complex Instruction-guided Image Editing Bohan Jia Wenxuan Huang Yuntian Tang Junbo Qiao Jincheng Liao ... Lin Chen Fei Zhao Zihan Wang Yuan Xie Shaohui Lin CoGe 123 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 253 0 0 05 May 2025
Video-of-Thought: Step-by-Step Video Reasoning from Perception to Cognition Hao Fei Shengqiong Wu Wei Ji Hao Zhang Hao Fei Mong Li Lee Wynne Hsu LRM VGen 111 76 0 08 Jan 2025
Vitron: A Unified Pixel-level Vision LLM for Understanding, Generating, Segmenting, Editing Hao Fei Shengqiong Wu Hao Zhang Tat-Seng Chua Shuicheng Yan 160 41 0 31 Dec 2024
InternLM-XComposer2-4KHD: A Pioneering Large Vision-Language Model Handling Resolutions from 336 Pixels to 4K HD Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Xingcheng Zhang Jifeng Dai Yuxin Qiao Dahua Lin Jiaqi Wang VLM MLLM 87 122 0 09 Apr 2024
Yi: Open Foundation Models by 01.AI 01. AI Alex Young 01.AI Alex Young Bei Chen Chao Li ... Yue Wang Yuxuan Cai Zhenyu Gu Zhiyuan Liu Zonghong Dai OSLM LRM 263 554 0 07 Mar 2024
Diffusion Model-Based Image Editing: A Survey Yi Huang Jiancheng Huang Yifan Liu Mingfu Yan Jiaxi Lv Jianzhuang Liu Wei Xiong He Zhang Liangliang Cao Liangliang Cao EGVM 137 98 0 27 Feb 2024
SPHINX-X: Scaling Data and Parameters for a Family of Multi-modal Large Language Models Chris Liu Renrui Zhang Longtian Qiu Siyuan Huang Weifeng Lin ... Hao Shao Pan Lu Hongsheng Li Yu Qiao Peng Gao MLLM 175 113 0 08 Feb 2024
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model Xiangxiang Chu Limeng Qiao Xinyu Zhang Shuang Xu Fei Wei ... Xiaofei Sun Yiming Hu Xinyang Lin Bo Zhang Chunhua Shen VLM MLLM 74 105 0 06 Feb 2024
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Conghui He Xingcheng Zhang Yu Qiao Dahua Lin Jiaqi Wang VLM MLLM 137 261 0 29 Jan 2024
InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following Shufan Li Harkanwar Singh Aditya Grover DiffM 60 8 0 11 Dec 2023
InstructEdit: Improving Automatic Masks for Diffusion-based Image Editing With User Instructions Qian Wang Biao Zhang Michael Birsak Peter Wonka DiffM 52 34 0 29 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 107 2,049 0 11 May 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 280 950 0 27 Apr 2023
RIDCP: Revitalizing Real Image Dehazing via High-Quality Codebook Priors Ruixia Wu Zheng-Peng Duan Chunle Guo Zhi Chai Chongyi Li 59 92 0 08 Apr 2023
Learning A Sparse Transformer Network for Effective Image Deraining Xiang Chen Hao‐Ran Li Mingqiang Li Jin-shan Pan ViT 84 231 0 21 Mar 2023
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 1.4K 14,359 0 15 Mar 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 426 4,550 0 30 Jan 2023
Imagen Editor and EditBench: Advancing and Evaluating Text-Guided Image Inpainting Su Wang Chitwan Saharia Ceslee Montgomery Jordi Pont-Tuset Shai Noy ... Radu Soricut Jason Baldridge Mohammad Norouzi Peter Anderson William Chan 65 183 0 13 Dec 2022
SINE: SINgle Image Editing with Text-to-Image Diffusion Models Zhixing Zhang Ligong Han Arna Ghosh Dimitris N. Metaxas Jian Ren DiffM 111 159 0 08 Dec 2022
InstructPix2Pix: Learning to Follow Image Editing Instructions Tim Brooks Aleksander Holynski Alexei A. Efros DiffM 200 1,799 0 17 Nov 2022
GENIE: Higher-Order Denoising Diffusion Solvers Tim Dockhorn Arash Vahdat Karsten Kreis DiffM 79 111 0 11 Oct 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 278 1,245 0 20 Sep 2022
Prompt-to-Prompt Image Editing with Cross Attention Control Amir Hertz Ron Mokady J. Tenenbaum Kfir Aberman Yael Pritch Daniel Cohen-Or DiffM 186 1,769 0 02 Aug 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 382 3,542 0 29 Apr 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 401 6,866 0 13 Apr 2022
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 275 30,109 0 01 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 532 4,360 0 28 Jan 2022
Denoising Diffusion Restoration Models Bahjat Kawar Michael Elad Stefano Ermon Jiaming Song DiffM 269 836 0 27 Jan 2022
Reflash Dropout in Image Super-Resolution Xiangtao Kong Xina Liu Jinjin Gu Yu Qiao Chao Dong UQCV 76 58 0 22 Dec 2021
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 419 15,515 0 20 Dec 2021
Blended Diffusion for Text-driven Editing of Natural Images Omri Avrahami Dani Lischinski Ohad Fried DiffM 113 947 0 29 Nov 2021
From Synthetic to Real: Image Dehazing Collaborating with Unlabeled Real Data Ye Liu Lei Zhu Shunda Pei Huazhu Fu Jing Qin Qing Zhang Liang Wan Wei Feng 52 132 0 06 Aug 2021
Structured Denoising Diffusion Models in Discrete State-Spaces Jacob Austin Daniel D. Johnson Jonathan Ho Daniel Tarlow Rianne van den Berg DiffM 167 941 0 07 Jul 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 925 29,436 0 26 Feb 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 397 4,953 0 24 Feb 2021
Improved Denoising Diffusion Probabilistic Models Alex Nichol Prafulla Dhariwal DiffM 337 3,686 0 18 Feb 2021
WDNet: Watermark-Decomposition Network for Visible Watermark Removal Yang Liu Zhen Zhu X. Bai 48 49 0 14 Dec 2020
Denoising Diffusion Implicit Models Jiaming Song Chenlin Meng Stefano Ermon VLM DiffM 272 7,384 0 06 Oct 2020
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 157 1,885 0 11 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 762 42,055 0 28 May 2020
Analyzing and Improving the Image Quality of StyleGAN Tero Karras S. Laine M. Aittala Janne Hellsten J. Lehtinen Timo Aila GAN 284 5,815 0 03 Dec 2019
Dense Haze: A benchmark for image dehazing with dense-haze and haze-free images C. Ancuti Cosmin Ancuti M. Sbert Radu Timofte 48 299 0 05 Apr 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 580 10,555 0 12 Dec 2018
Deep Retinex Decomposition for Low-Light Enhancement Chen Wei Wenjing Wang Wenhan Yang Jiaying Liu 102 1,725 0 14 Aug 2018
Self-Attention Generative Adversarial Networks Han Zhang Ian Goodfellow Dimitris N. Metaxas Augustus Odena GAN 145 3,726 0 21 May 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 377 11,795 0 11 Jan 2018
Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring Seungjun Nah Tae Hyun Kim Kyoung Mu Lee 139 1,974 0 07 Dec 2016
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 329 4,574 0 13 Nov 2016