Cover Image

Evaluating Image Editing with LLMs: A Comprehensive Benchmark and Intermediate-Layer Probing Approach

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gao, Shiqi, Xu, Zitong, Fu, Kang, Duan, Huiyu, Min, Xiongkuo, wang, Jia
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

Preference-Guided Debiasing for No-Reference Enhancement Image Quality Assessment
by: Gao, Shiqi, et al.
Published: (2026)

LMM4Edit: Benchmarking and Evaluating Multimodal Image Editing with LMMs
by: Xu, Zitong, et al.
Published: (2025)

ReasonEdit: Towards Interpretable Image Editing Evaluation via Reinforcement Learning
by: Chen, Honghua, et al.
Published: (2026)

I2I-Bench: A Comprehensive Benchmark Suite for Image-to-Image Editing Models
by: Wang, Juntong, et al.
Published: (2025)

TDVE-Assessor: Benchmarking and Evaluating the Quality of Text-Driven Video Editing with LMMs
by: Wang, Juntong, et al.
Published: (2025)

Fine-Grained Human Pose Editing Assessment via Layer-Selective MLLMs
by: Sun, Ningyu, et al.
Published: (2026)

LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs
by: Wang, Jiarui, et al.
Published: (2025)

EEmo-Logic: A Unified Dataset and Multi-Stage Framework for Comprehensive Image-Evoked Emotion Assessment
by: Gao, Lancheng, et al.
Published: (2026)

Omni$^2$: Unifying Omnidirectional Image Generation and Editing in an Omni Model
by: Yang, Liu, et al.
Published: (2025)

AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM
by: Wang, Jiarui, et al.
Published: (2024)

TIT-Score: Evaluating Long-Prompt Based Text-to-Image Alignment via Text-to-Image-to-Text Consistency
by: Wang, Juntong, et al.
Published: (2025)

Quality Assessment for AI Generated Images with Instruction Tuning
by: Wang, Jiarui, et al.
Published: (2024)

HarmonyIQA: Pioneering Benchmark and Model for Image Harmonization Quality Assessment
by: Xu, Zitong, et al.
Published: (2025)

Quality-guided Skin Tone Enhancement for Portrait Photography
by: Gao, Shiqi, et al.
Published: (2024)

EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement
by: Xu, Zitong, et al.
Published: (2026)

VTONQA: A Multi-Dimensional Quality Assessment Dataset for Virtual Try-on
by: Wei, Xinyi, et al.
Published: (2026)

Generative Human-Object Interaction Detection via Differentiable Cognitive Steering of Multi-modal LLMs
by: Cai, Zhaolin, et al.
Published: (2025)

ITIScore: An Image-to-Text-to-Image Rating Framework for the Image Captioning Ability of MLLMs
by: Xu, Zitong, et al.
Published: (2026)

Multi-Dimensional Quality Assessment for Text-to-3D Assets: Dataset and Model
by: Fu, Kang, et al.
Published: (2025)

EditHF-1M: A Million-Scale Rich Human Preference Feedback for Image Editing
by: Xu, Zitong, et al.
Published: (2026)

LMME3DHF: Benchmarking and Evaluating Multimodal 3D Human Face Generation with LMMs
by: Yang, Woo Yi, et al.
Published: (2025)

DynT2I-Eval: A Dynamic Evaluation Framework for Text-to-Image Models
by: Wang, Juntong, et al.
Published: (2026)

Q-Bench-Portrait: Benchmarking Multimodal Large Language Models on Portrait Image Quality Perception
by: Wu, Sijing, et al.
Published: (2026)

ManipShield: A Unified Framework for Image Manipulation Detection, Localization and Explanation
by: Xu, Zitong, et al.
Published: (2025)

UniProcessor: A Text-induced Unified Low-level Image Processor
by: Duan, Huiyu, et al.
Published: (2024)

Learning to Wander: Improving the Global Image Geolocation Ability of LMMs via Actionable Reasoning
by: Zheng, Yushuo, et al.
Published: (2026)

VideoAesBench: Benchmarking the Video Aesthetics Perception Capabilities of Large Multimodal Models
by: Li, Yunhao, et al.
Published: (2026)

Enhancing Image Quality Assessment Ability of LMMs via Retrieval-Augmented Generation
by: Fu, Kang, et al.
Published: (2026)

How is Visual Attention Influenced by Text Guidance? Database and Model
by: Sun, Yinan, et al.
Published: (2024)

LOVE: Benchmarking and Evaluating Text-to-Video Generation and Video-to-Text Interpretation
by: Wang, Jiarui, et al.
Published: (2025)

DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models
by: Wang, Jiarui, et al.
Published: (2025)

ESIQA: Perceptual Quality Assessment of Vision-Pro-based Egocentric Spatial Images
by: Zhu, Xilei, et al.
Published: (2024)

GeoR-Bench: Evaluating Geoscience Visual Reasoning
by: Zheng, Yushuo, et al.
Published: (2026)

Facial Attractiveness Prediction in Live Streaming: A New Benchmark and Multi-modal Method
by: Li, Hui, et al.
Published: (2025)

Quality Assessment and Distortion-aware Saliency Prediction for AI-Generated Omnidirectional Images
by: Yang, Liu, et al.
Published: (2025)

Evaluating Dataset Watermarking for Fine-tuning Traceability of Customized Diffusion Models: A Comprehensive Benchmark and Removal Approach
by: Wang, Xincheng, et al.
Published: (2025)

Perceptual Video Quality Assessment: A Survey
by: Min, Xiongkuo, et al.
Published: (2024)

AGHI-QA: A Subjective-Aligned Dataset and Metric for AI-Generated Human Images
by: Li, Yunhao, et al.
Published: (2025)

GOBench: Benchmarking Geometric Optics Generation and Understanding of MLLMs
by: Zhu, Xiaorong, et al.
Published: (2025)

IllusionBench+: A Large-scale and Comprehensive Benchmark for Visual Illusion Understanding in Vision-Language Models
by: Zhang, Yiming, et al.
Published: (2025)