Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling
Fuente:
arXiv
Saved in:
| Main Authors: | Bai, Xuehai, Shi, Yang, Zhang, Yi-Fan, Zhu, Xuanyu, Wang, Yuran, Dai, Yifan, Liu, Xinyu, Ji, Yiyan, Gu, Xiaoling, Zhang, Yuanxing |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
EditReward: A Human-Aligned Reward Model for Instruction-Guided Image Editing
by: Wu, Keming, et al.
Published: (2025)
by: Wu, Keming, et al.
Published: (2025)
Lost in Edits? A $λ$-Compass for AIGC Provenance
by: You, Wenhao, et al.
Published: (2025)
by: You, Wenhao, et al.
Published: (2025)
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward
by: Liu, Shudong, et al.
Published: (2025)
by: Liu, Shudong, et al.
Published: (2025)
HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing
by: Bai, Jinbin, et al.
Published: (2024)
by: Bai, Jinbin, et al.
Published: (2024)
ImgEdit: A Unified Image Editing Dataset and Benchmark
by: Ye, Yang, et al.
Published: (2025)
by: Ye, Yang, et al.
Published: (2025)
EditScore: Unlocking Online RL for Image Editing via High-Fidelity Reward Modeling
by: Luo, Xin, et al.
Published: (2025)
by: Luo, Xin, et al.
Published: (2025)
MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance
by: Bai, Xuehai, et al.
Published: (2026)
by: Bai, Xuehai, et al.
Published: (2026)
CompassJudger-2: Towards Generalist Judge Model via Verifiable Rewards
by: Zhang, Taolin, et al.
Published: (2025)
by: Zhang, Taolin, et al.
Published: (2025)
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)
DesignEdit: Multi-Layered Latent Decomposition and Fusion for Unified & Accurate Image Editing
by: Jia, Yueru, et al.
Published: (2024)
by: Jia, Yueru, et al.
Published: (2024)
Edit Content, Preserve Acoustics: Imperceptible Text-Based Speech Editing via Self-Consistency Rewards
by: Ren, Yong, et al.
Published: (2026)
by: Ren, Yong, et al.
Published: (2026)
WiseEdit: Benchmarking Cognition- and Creativity-Informed Image Editing
by: Pan, Kaihang, et al.
Published: (2025)
by: Pan, Kaihang, et al.
Published: (2025)
SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing
by: Li, Ming, et al.
Published: (2025)
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)
by: Ju, Xuan, et al.
Published: (2025)
EfficientEdit: Accelerating Code Editing via Edit-Oriented Speculative Decoding
by: Wang, Peiding, et al.
Published: (2025)
by: Wang, Peiding, 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)
UniEdit: A Unified Knowledge Editing Benchmark for Large Language Models
by: Chen, Qizhou, et al.
Published: (2025)
by: Chen, Qizhou, et al.
Published: (2025)
InEdit-Bench: Benchmarking Intermediate Logical Pathways for Intelligent Image Editing Models
by: Sheng, Zhiqiang, et al.
Published: (2026)
by: Sheng, Zhiqiang, et al.
Published: (2026)
Fixing the Broken Compass: Diagnosing and Improving Inference-Time Reward Modeling
by: Li, Jiachun, et al.
Published: (2025)
by: Li, Jiachun, et al.
Published: (2025)
T2AV-Compass: Towards Unified Evaluation for Text-to-Audio-Video Generation
by: Cao, Zhe, et al.
Published: (2025)
by: Cao, Zhe, et al.
Published: (2025)
Multi-Reward as Condition for Instruction-based Image Editing
by: Gu, Xin, et al.
Published: (2024)
by: Gu, Xin, et al.
Published: (2024)
Edit3K: Universal Representation Learning for Video Editing Components
by: Gu, Xin, et al.
Published: (2024)
by: Gu, Xin, et al.
Published: (2024)
MotionEdit: Benchmarking and Learning Motion-Centric Image Editing
by: Wan, Yixin, et al.
Published: (2025)
by: Wan, Yixin, et al.
Published: (2025)
ScribbleEdit: Synthetic Data for Image Editing with Scribbles and Text
by: Ji, Anya, et al.
Published: (2026)
by: Ji, Anya, et al.
Published: (2026)
AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea
by: Yu, Qifan, et al.
Published: (2024)
by: Yu, Qifan, et al.
Published: (2024)
SeedEdit: Align Image Re-Generation to Image Editing
by: Shi, Yichun, et al.
Published: (2024)
by: Shi, Yichun, 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)
by: Zhang, Zechuan, et al.
Published: (2025)
KV-Edit: Training-Free Image Editing for Precise Background Preservation
by: Zhu, Tianrui, et al.
Published: (2025)
by: Zhu, Tianrui, et al.
Published: (2025)
Group Editing: Edit Multiple Images in One Go
by: Ma, Yue, et al.
Published: (2026)
by: Ma, Yue, et al.
Published: (2026)
Resolving UnderEdit & OverEdit with Iterative & Neighbor-Assisted Model Editing
by: Baghel, Bhiman Kumar, et al.
Published: (2025)
by: Baghel, Bhiman Kumar, et al.
Published: (2025)
LMM4Edit: Benchmarking and Evaluating Multimodal Image Editing with LMMs
by: Xu, Zitong, et al.
Published: (2025)
by: Xu, Zitong, et al.
Published: (2025)
BrushEdit: All-In-One Image Inpainting and Editing
by: Li, Yaowei, et al.
Published: (2024)
by: Li, Yaowei, et al.
Published: (2024)
EditInspector: A Benchmark for Evaluation of Text-Guided Image Edits
by: Yosef, Ron, et al.
Published: (2025)
by: Yosef, Ron, et al.
Published: (2025)
ControlEdit: A MultiModal Local Clothing Image Editing Method
by: Cheng, Di, et al.
Published: (2024)
by: Cheng, Di, et al.
Published: (2024)
OpenGPT-4o-Image: A Comprehensive Dataset for Advanced Image Generation and Editing
by: Chen, Zhihong, et al.
Published: (2025)
by: Chen, Zhihong, et al.
Published: (2025)
QiMeng-PRepair: Precise Code Repair via Edit-Aware Reward Optimization
by: Ke, Changxin, et al.
Published: (2026)
by: Ke, Changxin, et al.
Published: (2026)
UniRef-Image-Edit: Towards Scalable and Consistent Multi-Reference Image Editing
by: Wei, Hongyang, et al.
Published: (2026)
by: Wei, Hongyang, et al.
Published: (2026)
InstantEdit: Text-Guided Few-Step Image Editing with Piecewise Rectified Flow
by: Gong, Yiming, et al.
Published: (2025)
by: Gong, Yiming, et al.
Published: (2025)
EditCLIP: Representation Learning for Image Editing
by: Wang, Qian, et al.
Published: (2025)
by: Wang, Qian, 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)
Similar Items
-
EditReward: A Human-Aligned Reward Model for Instruction-Guided Image Editing
by: Wu, Keming, et al.
Published: (2025) -
Lost in Edits? A $λ$-Compass for AIGC Provenance
by: You, Wenhao, et al.
Published: (2025) -
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward
by: Liu, Shudong, et al.
Published: (2025) -
HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing
by: Bai, Jinbin, et al.
Published: (2024) -
ImgEdit: A Unified Image Editing Dataset and Benchmark
by: Ye, Yang, et al.
Published: (2025)