Cover Image

Rethinking Where to Edit: Task-Aware Localization for Instruction-Based Image Editing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	He, Jingxuan, Wang, Xiyu, Zheng, Mengyu, Zeng, Xiangyu, Wang, Yunke, Xu, Chang
Format:	Preprint
Published:	2026
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

Early Semantic Grounding in Image Editing Models for Zero-Shot Referring Image Segmentation
by: He, Jingxuan, et al.
Published: (2026)

Edit Where You Mean: Region-Aware Adapter Injection for Mask-Free Local Image Editing
by: Cai, Honghao, et al.
Published: (2026)

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

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

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

MultiEdit: Advancing Instruction-based Image Editing on Diverse and Challenging Tasks
by: Li, Mingsong, et al.
Published: (2025)

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

CARE-Edit: Condition-Aware Routing of Experts for Contextual Image Editing
by: Wang, Yucheng, et al.
Published: (2026)

X2Edit: Revisiting Arbitrary-Instruction Image Editing through Self-Constructed Data and Task-Aware Representation Learning
by: Ma, Jian, et al.
Published: (2025)

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

Edit-GRPO: A Locality-Preserving Policy Optimization Framework for Image Editing
by: Xu, Shaodong, et al.
Published: (2026)

UltraEdit: Instruction-based Fine-Grained Image Editing at Scale
by: Zhao, Haozhe, et al.
Published: (2024)

ReasonEdit: Towards Reasoning-Enhanced Image Editing Models
by: Yin, Fukun, et al.
Published: (2025)

ResetEdit: Precise Text-guided Editing of Generated Image via Resettable Starting Latent
by: Wang, Hanyi, et al.
Published: (2026)

ComplexBench-Edit: Benchmarking Complex Instruction-Driven Image Editing via Compositional Dependencies
by: Wang, Chenglin, et al.
Published: (2025)

SliderEdit: Continuous Image Editing with Fine-Grained Instruction Control
by: Zarei, Arman, et al.
Published: (2025)

SmartFreeEdit: Mask-Free Spatial-Aware Image Editing with Complex Instruction Understanding
by: Sun, Qianqian, et al.
Published: (2025)

EditWorld: Simulating World Dynamics for Instruction-Following Image Editing
by: Yang, Ling, et al.
Published: (2024)

Group Editing: Edit Multiple Images in One Go
by: Ma, Yue, et al.
Published: (2026)

Kiwi-Edit: Versatile Video Editing via Instruction and Reference Guidance
by: Lin, Yiqi, et al.
Published: (2026)

HQ-Edit: A High-Quality Dataset for Instruction-based Image Editing
by: Hui, Mude, et al.
Published: (2024)

ByteEdit: Boost, Comply and Accelerate Generative Image Editing
by: Ren, Yuxi, et al.
Published: (2024)

EditCLIP: Representation Learning for Image Editing
by: Wang, Qian, et al.
Published: (2025)

ControlEdit: A MultiModal Local Clothing Image Editing Method
by: Cheng, Di, et al.
Published: (2024)

SeedEdit: Align Image Re-Generation to Image Editing
by: Shi, Yichun, et al.
Published: (2024)

Step1X-Edit: A Practical Framework for General Image Editing
by: Liu, Shiyu, et al.
Published: (2025)

EditGarment: An Instruction-Based Garment Editing Dataset Constructed with Automated MLLM Synthesis and Semantic-Aware Evaluation
by: Yin, Deqiang, et al.
Published: (2025)

DiT4Edit: Diffusion Transformer for Image Editing
by: Feng, Kunyu, et al.
Published: (2024)

EditShield: Protecting Unauthorized Image Editing by Instruction-guided Diffusion Models
by: Chen, Ruoxi, et al.
Published: (2023)

SEED-Data-Edit Technical Report: A Hybrid Dataset for Instructional Image Editing
by: Ge, Yuying, et al.
Published: (2024)

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

AVI-Edit: Audio-sync Video Instance Editing with Granularity-Aware Mask Refiner
by: Zheng, Haojie, et al.
Published: (2025)

VeloEdit: Training-Free Consistent and Continuous Instruction-Based Image Editing via Velocity Field Decomposition
by: Li, Zongqing, et al.
Published: (2026)

Rethinking Visual Token Reduction in LVLMs Under Cross-Modal Misalignment
by: Xu, Rui, et al.
Published: (2025)

SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing
by: Li, Ming, et al.
Published: (2025)

EditVerse: Unifying Image and Video Editing and Generation with In-Context Learning
by: Ju, Xuan, et al.
Published: (2025)

TweezeEdit: Consistent and Efficient Image Editing with Path Regularization
by: Mao, Jianda, et al.
Published: (2025)

FlexiEdit: Frequency-Aware Latent Refinement for Enhanced Non-Rigid Editing
by: Koo, Gwanhyeong, et al.
Published: (2024)

FreeEdit: Mask-free Reference-based Image Editing with Multi-modal Instruction
by: He, Runze, et al.
Published: (2024)

In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer
by: Zhang, Zechuan, et al.
Published: (2025)