Cover Image

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

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yeh, Chun-Hsiao, Wang, Yilin, Zhao, Nanxuan, Zhang, Richard, Li, Yuheng, Ma, Yi, Singh, Krishna Kumar
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

Learning an Image Editing Model without Image Editing Pairs
by: Kumari, Nupur, et al.
Published: (2025)

$\texttt{Complex-Edit}$: CoT-Like Instruction Generation for Complexity-Controllable Image Editing Benchmark
by: Yang, Siwei, et al.
Published: (2025)

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

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

Edit One for All: Interactive Batch Image Editing
by: Nguyen, Thao, et al.
Published: (2024)

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

GroupDiff: Diffusion-based Group Portrait Editing
by: Jiang, Yuming, et al.
Published: (2024)

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

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

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

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

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

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

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

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

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

RefEdit: A Benchmark and Method for Improving Instruction-based Image Editing Model on Referring Expressions
by: Pathiraja, Bimsara, et al.
Published: (2025)

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

3D-Fixup: Advancing Photo Editing with 3D Priors
by: Cheng, Yen-Chi, et al.
Published: (2025)

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

ReEdit: Multimodal Exemplar-Based Image Editing with Diffusion Models
by: Srivastava, Ashutosh, et al.
Published: (2024)

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

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

UniHuman: A Unified Model for Editing Human Images in the Wild
by: Li, Nannan, et al.
Published: (2023)

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

AdapEdit: Spatio-Temporal Guided Adaptive Editing Algorithm for Text-Based Continuity-Sensitive Image Editing
by: Ma, Zhiyuan, et al.
Published: (2023)

Schedule Your Edit: A Simple yet Effective Diffusion Noise Schedule for Image Editing
by: Lin, Haonan, et al.
Published: (2024)

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

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

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

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

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

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

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

UIP2P: Unsupervised Instruction-based Image Editing via Edit Reversibility Constraint
by: Simsar, Enis, et al.
Published: (2024)

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

Beyond 3D VQAs: Injecting 3D Spatial Priors into Vision-Language Models for Enhanced Geometric Reasoning
by: Yeh, Chun-Hsiao, et al.
Published: (2026)

PhyEdit: Towards Real-World Object Manipulation via Physically-Grounded Image Editing
by: Xu, Ruihang, et al.
Published: (2026)

VecSet-Edit: Unleashing Pre-trained LRM for Mesh Editing from Single Image
by: Hsiao, Teng-Fang, et al.
Published: (2026)

Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling
by: Bai, Xuehai, et al.
Published: (2026)