Cover Image

MIGE: Mutually Enhanced Multimodal Instruction-Based Image Generation and Editing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tian, Xueyun, Li, Wei, Xu, Bingbing, Yuan, Yige, Wang, Yuanzhuo, Shen, Huawei
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ROMA: Real-time Omni-Multimodal Assistant with Interactive Streaming Understanding
by: Tian, Xueyun, et al.
Published: (2026)

MITA: Bridging the Gap between Model and Data for Test-time Adaptation
by: Yuan, Yige, et al.
Published: (2024)

DreamOmni2: Multimodal Instruction-based Editing and Generation
by: Xia, Bin, et al.
Published: (2025)

StyleBooth: Image Style Editing with Multimodal Instruction
by: Han, Zhen, et al.
Published: (2024)

Rethinking Where to Edit: Task-Aware Localization for Instruction-Based Image Editing
by: He, Jingxuan, et al.
Published: (2026)

Reasoning to Edit: Hypothetical Instruction-Based Image Editing with Visual Reasoning
by: He, Qingdong, et al.
Published: (2025)

Query-Kontext: An Unified Multimodal Model for Image Generation and Editing
by: Song, Yuxin, et al.
Published: (2025)

Guiding Instruction-based Image Editing via Multimodal Large Language Models
by: Fu, Tsu-Jui, et al.
Published: (2023)

Beyond Editing Pairs: Fine-Grained Instructional Image Editing via Multi-Scale Learnable Regions
by: Ma, Chenrui, et al.
Published: (2025)

GenArtist: Multimodal LLM as an Agent for Unified Image Generation and Editing
by: Wang, Zhenyu, et al.
Published: (2024)

Towards Generalized Multi-Image Editing for Unified Multimodal Models
by: Xu, Pengcheng, et al.
Published: (2026)

Complementary Information Mutual Learning for Multimodality Medical Image Segmentation
by: Shen, Chuyun, et al.
Published: (2024)

Rethinking Scribble-Guided Image Editing: Generalization, Instruction Adherence, and Multi-Tasking
by: Xu, Mingyi, et al.
Published: (2026)

Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing
by: Yeh, Chun-Hsiao, et al.
Published: (2025)

MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance
by: Bai, Xuehai, et al.
Published: (2026)

InsightEdit: Towards Better Instruction Following for Image Editing
by: Xu, Yingjing, et al.
Published: (2024)

Image Inpainting Models are Effective Tools for Instruction-guided Image Editing
by: Ju, Xuan, et al.
Published: (2024)

EMMA: Efficient Multimodal Understanding, Generation, and Editing with a Unified Architecture
by: He, Xin, et al.
Published: (2025)

Scaling Instruction-Based Video Editing with a High-Quality Synthetic Dataset
by: Bai, Qingyan, et al.
Published: (2025)

Unified Diffusion-Based Rigid and Non-Rigid Editing with Text and Image Guidance
by: Wang, Jiacheng, et al.
Published: (2024)

How Well Do Models Follow Visual Instructions? VIBE: A Systematic Benchmark for Visual Instruction-Driven Image Editing
by: Zhang, Huanyu, et al.
Published: (2026)

Multi-Reward as Condition for Instruction-based Image Editing
by: Gu, Xin, et al.
Published: (2024)

CompBench: Benchmarking Complex Instruction-guided Image Editing
by: Jia, Bohan, et al.
Published: (2025)

LocateEdit-Bench: A Benchmark for Instruction-Based Editing Localization
by: Wu, Shiyu, et al.
Published: (2026)

InstructBrush: Learning Attention-based Instruction Optimization for Image Editing
by: Zhao, Ruoyu, et al.
Published: (2024)

ChartM$^3$: Benchmarking Chart Editing with Multimodal Instructions
by: Yang, Donglu, et al.
Published: (2025)

Region-Constraint In-Context Generation for Instructional Video Editing
by: Zhang, Zhongwei, et al.
Published: (2025)

DCI: Dual-Conditional Inversion for Boosting Diffusion-Based Image Editing
by: Li, Zixiang, et al.
Published: (2025)

Exploring Multimodal Diffusion Transformers for Enhanced Prompt-based Image Editing
by: Shin, Joonghyuk, et al.
Published: (2025)

Disentangling Instruction Influence in Diffusion Transformers for Parallel Multi-Instruction-Guided Image Editing
by: Liu, Hui, et al.
Published: (2025)

MMaDA-Parallel: Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation
by: Tian, Ye, et al.
Published: (2025)

Towards Efficient Exemplar Based Image Editing with Multimodal VLMs
by: Jadhav, Avadhoot, et al.
Published: (2025)

MutualForce: Mutual-Aware Enhancement for 4D Radar-LiDAR 3D Object Detection
by: Peng, Xiangyuan, et al.
Published: (2025)

From Competition to Coopetition: Coopetitive Training-Free Image Editing Based on Text Guidance
by: Shen, Jinhao, et al.
Published: (2026)

Text-to-3D Generation by 2D Editing
by: Li, Haoran, et al.
Published: (2024)

PaintFlow: A Unified Framework for Interactive Oil Paintings Editing and Generation
by: Hu, Zhangli, et al.
Published: (2025)

DragNeXt: Rethinking Drag-Based Image Editing
by: Zhou, Yuan, et al.
Published: (2025)

InstructAny2Pix: Flexible Visual Editing via Multimodal Instruction Following
by: Li, Shufan, et al.
Published: (2023)

ADIEE: Automatic Dataset Creation and Scorer for Instruction-Guided Image Editing Evaluation
by: Chen, Sherry X., et al.
Published: (2025)

Instruction Guided Multi Object Image Editing with Quantity and Layout Consistency
by: Tan, Jiaqi, et al.
Published: (2025)