Edit Spillover as a Probe: Do Image Editing Models Implicitly Understand World Relations?
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Guandong, Chu, Zhaobin |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
AdaEdit: Adaptive Temporal and Channel Modulation for Flow-Based Image Editing
by: Li, Guandong, et al.
Published: (2026)
by: Li, Guandong, et al.
Published: (2026)
EditID: Training-Free Editable ID Customization for Text-to-Image Generation
by: Li, Guandong, et al.
Published: (2025)
by: Li, Guandong, et al.
Published: (2025)
EditIDv2: Editable ID Customization with Data-Lubricated ID Feature Integration for Text-to-Image Generation
by: Li, Guandong, et al.
Published: (2025)
by: Li, Guandong, et al.
Published: (2025)
PhysEdit: Physically-Consistent Region-Aware Image Editing via Adaptive Spatio-Temporal Reasoning
by: Li, Guandong, et al.
Published: (2026)
by: Li, Guandong, et al.
Published: (2026)
Edit Fidelity Field: Semantics-Aware Region Isolation for Training-Free Scene Text Editing
by: Li, Guandong, et al.
Published: (2026)
by: Li, Guandong, et al.
Published: (2026)
Dual-Channel Attention Guidance for Training-Free Image Editing Control in Diffusion Transformers
by: Li, Guandong
Published: (2026)
by: Li, Guandong
Published: (2026)
AttnRouter: Per-Category Attention Routing for Training-Free Image Editing on MMDiT
by: Li, Guandong, et al.
Published: (2026)
by: Li, Guandong, et al.
Published: (2026)
ChronoEdit: Towards Temporal Reasoning for Image Editing and World Simulation
by: Wu, Jay Zhangjie, et al.
Published: (2025)
by: Wu, Jay Zhangjie, et al.
Published: (2025)
Edit Transfer: Learning Image Editing via Vision In-Context Relations
by: Chen, Lan, et al.
Published: (2025)
by: Chen, Lan, et al.
Published: (2025)
ReasonEdit: Towards Reasoning-Enhanced Image Editing Models
by: Yin, Fukun, et al.
Published: (2025)
by: Yin, Fukun, et al.
Published: (2025)
Training-Free Style Consistent Image Synthesis with Condition and Mask Guidance in E-Commerce
by: Li, Guandong
Published: (2024)
by: Li, Guandong
Published: (2024)
UniEdit-I: Training-free Image Editing for Unified VLM via Iterative Understanding, Editing and Verifying
by: Bai, Chengyu, et al.
Published: (2025)
by: Bai, Chengyu, et al.
Published: (2025)
Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling
by: Bai, Xuehai, et al.
Published: (2026)
by: Bai, Xuehai, et al.
Published: (2026)
Edit One for All: Interactive Batch Image Editing
by: Nguyen, Thao, et al.
Published: (2024)
by: Nguyen, Thao, et al.
Published: (2024)
EditInfinity: Image Editing with Binary-Quantized Generative Models
by: Wang, Jiahuan, et al.
Published: (2025)
by: Wang, Jiahuan, et al.
Published: (2025)
WorldEdit: Towards Open-World Image Editing with a Knowledge-Informed Benchmark
by: Lin, Wang, et al.
Published: (2026)
by: Lin, Wang, et al.
Published: (2026)
Understanding the Implicit User Intention via Reasoning with Large Language Model for Image Editing
by: Wang, Yijia, et al.
Published: (2025)
by: Wang, Yijia, et al.
Published: (2025)
EditCLIP: Representation Learning for Image Editing
by: Wang, Qian, et al.
Published: (2025)
by: Wang, Qian, et al.
Published: (2025)
EditWorld: Simulating World Dynamics for Instruction-Following Image Editing
by: Yang, Ling, et al.
Published: (2024)
by: Yang, Ling, et al.
Published: (2024)
Group Editing: Edit Multiple Images in One Go
by: Ma, Yue, et al.
Published: (2026)
by: Ma, Yue, et al.
Published: (2026)
ImgEdit: A Unified Image Editing Dataset and Benchmark
by: Ye, Yang, et al.
Published: (2025)
by: Ye, Yang, et al.
Published: (2025)
FREE-Edit: Using Editing-aware Injection in Rectified Flow Models for Zero-shot Image-Driven Video Editing
by: Li, Maomao, et al.
Published: (2026)
by: Li, Maomao, et al.
Published: (2026)
SmartFreeEdit: Mask-Free Spatial-Aware Image Editing with Complex Instruction Understanding
by: Sun, Qianqian, et al.
Published: (2025)
by: Sun, Qianqian, et al.
Published: (2025)
PhyEdit: Towards Real-World Object Manipulation via Physically-Grounded Image Editing
by: Xu, Ruihang, et al.
Published: (2026)
by: Xu, Ruihang, et al.
Published: (2026)
Layout Control and Semantic Guidance with Attention Loss Backward for T2I Diffusion Model
by: Li, Guandong
Published: (2024)
by: Li, Guandong
Published: (2024)
FastUSP: A Multi-Level Collaborative Acceleration Framework for Distributed Diffusion Model Inference
by: Li, Guandong
Published: (2026)
by: Li, Guandong
Published: (2026)
MDE-Edit: Masked Dual-Editing for Multi-Object Image Editing via Diffusion Models
by: Zhu, Hongyang, et al.
Published: (2025)
by: Zhu, Hongyang, et al.
Published: (2025)
SpatialEdit: Benchmarking Fine-Grained Image Spatial Editing
by: Xiao, Yicheng, et al.
Published: (2026)
by: Xiao, Yicheng, et al.
Published: (2026)
ReEdit: Multimodal Exemplar-Based Image Editing with Diffusion Models
by: Srivastava, Ashutosh, et al.
Published: (2024)
by: Srivastava, Ashutosh, et al.
Published: (2024)
Inverse-and-Edit: Effective and Fast Image Editing by Cycle Consistency Models
by: Beletskii, Ilia, et al.
Published: (2025)
by: Beletskii, Ilia, et al.
Published: (2025)
SeedEdit: Align Image Re-Generation to Image Editing
by: Shi, Yichun, et al.
Published: (2024)
by: Shi, Yichun, et al.
Published: (2024)
WiseEdit: Benchmarking Cognition- and Creativity-Informed Image Editing
by: Pan, Kaihang, et al.
Published: (2025)
by: Pan, Kaihang, et al.
Published: (2025)
DiT4Edit: Diffusion Transformer for Image Editing
by: Feng, Kunyu, et al.
Published: (2024)
by: Feng, Kunyu, et al.
Published: (2024)
AutoEdit: Automatic Hyperparameter Tuning for Image Editing
by: Pham, Chau, et al.
Published: (2025)
by: Pham, Chau, et al.
Published: (2025)
ParallelEdits: Efficient Multi-object Image Editing
by: Huang, Mingzhen, et al.
Published: (2024)
by: Huang, Mingzhen, et al.
Published: (2024)
Edit as You See: Image-guided Video Editing via Masked Motion Modeling
by: Huang, Zhi-Lin, et al.
Published: (2025)
by: Huang, Zhi-Lin, et al.
Published: (2025)
FlashEdit: Decoupling Speed, Structure, and Semantics for Precise Image Editing
by: Wu, Junyi, et al.
Published: (2025)
by: Wu, Junyi, et al.
Published: (2025)
ChordEdit: One-Step Low-Energy Transport for Image Editing
by: Lu, Liangsi, et al.
Published: (2026)
by: Lu, Liangsi, et al.
Published: (2026)
TBStar-Edit: From Image Editing Pattern Shifting to Consistency Enhancement
by: Fang, Hao, et al.
Published: (2025)
by: Fang, Hao, et al.
Published: (2025)
Edit2Perceive: Image Editing Diffusion Models Are Strong Dense Perceivers
by: Shi, Yiqing, et al.
Published: (2025)
by: Shi, Yiqing, et al.
Published: (2025)
Similar Items
-
AdaEdit: Adaptive Temporal and Channel Modulation for Flow-Based Image Editing
by: Li, Guandong, et al.
Published: (2026) -
EditID: Training-Free Editable ID Customization for Text-to-Image Generation
by: Li, Guandong, et al.
Published: (2025) -
EditIDv2: Editable ID Customization with Data-Lubricated ID Feature Integration for Text-to-Image Generation
by: Li, Guandong, et al.
Published: (2025) -
PhysEdit: Physically-Consistent Region-Aware Image Editing via Adaptive Spatio-Temporal Reasoning
by: Li, Guandong, et al.
Published: (2026) -
Edit Fidelity Field: Semantics-Aware Region Isolation for Training-Free Scene Text Editing
by: Li, Guandong, et al.
Published: (2026)