Q-DeepSight: Incentivizing Thinking with Images for Image Quality Assessment and Refinement
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Xudong, Tan, Jiaxi, Zhou, Ziyin, Zhong, Yan, Huang, Zihao, Zheng, Jingyuan, Zhang, Yan, Zheng, Xiawu, Ji, Rongrong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models
by: Li, Xudong, et al.
Published: (2024)
by: Li, Xudong, et al.
Published: (2024)
Feature Denoising Diffusion Model for Blind Image Quality Assessment
by: Li, Xudong, et al.
Published: (2024)
by: Li, Xudong, et al.
Published: (2024)
Adaptive Feature Selection for No-Reference Image Quality Assessment by Mitigating Semantic Noise Sensitivity
by: Li, Xudong, et al.
Published: (2023)
by: Li, Xudong, et al.
Published: (2023)
DeepSight: An All-in-One LM Safety Toolkit
by: Zhang, Bo, et al.
Published: (2026)
by: Zhang, Bo, et al.
Published: (2026)
Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs
by: Li, Xudong, et al.
Published: (2025)
by: Li, Xudong, et al.
Published: (2025)
Multi-Modal Prompt Learning on Blind Image Quality Assessment
by: Pan, Wensheng, et al.
Published: (2024)
by: Pan, Wensheng, et al.
Published: (2024)
DeepSight: Bridging Depth Maps and Language with a Depth-Driven Multimodal Model
by: Yang, Hao, et al.
Published: (2026)
by: Yang, Hao, et al.
Published: (2026)
Scale Contrastive Learning with Selective Attentions for Blind Image Quality Assessment
by: Hu, Runze, et al.
Published: (2024)
by: Hu, Runze, et al.
Published: (2024)
DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning
by: Zheng, Ziwei, et al.
Published: (2025)
by: Zheng, Ziwei, et al.
Published: (2025)
DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving
by: Zhang, Lingjun, et al.
Published: (2026)
by: Zhang, Lingjun, et al.
Published: (2026)
VEGA: Learning Interleaved Image-Text Comprehension in Vision-Language Large Models
by: Zhou, Chenyu, et al.
Published: (2024)
by: Zhou, Chenyu, et al.
Published: (2024)
DR.Experts: Differential Refinement of Distortion-Aware Experts for Blind Image Quality Assessment
by: Fu, Bohan, et al.
Published: (2026)
by: Fu, Bohan, et al.
Published: (2026)
Contrastive Local Manifold Learning for No-Reference Image Quality Assessment
by: Huang, Zihao, et al.
Published: (2024)
by: Huang, Zihao, et al.
Published: (2024)
Q-Doc: Benchmarking Document Image Quality Assessment Capabilities in Multi-modal Large Language Models
by: Huang, Jiaxi, et al.
Published: (2025)
by: Huang, Jiaxi, et al.
Published: (2025)
SpecEyes: Accelerating Agentic Multimodal LLMs via Speculative Perception and Planning
by: Huang, Haoyu, et al.
Published: (2026)
by: Huang, Haoyu, et al.
Published: (2026)
Feast Your Eyes: Mixture-of-Resolution Adaptation for Multimodal Large Language Models
by: Luo, Gen, et al.
Published: (2024)
by: Luo, Gen, et al.
Published: (2024)
HASTE: Training-Free Video Diffusion Acceleration via Head-Wise Adaptive Sparse Attention
by: Zheng, Xuzhe, et al.
Published: (2026)
by: Zheng, Xuzhe, et al.
Published: (2026)
Uncovering the Over-smoothing Challenge in Image Super-Resolution: Entropy-based Quantification and Contrastive Optimization
by: Xu, Tianshuo, et al.
Published: (2022)
by: Xu, Tianshuo, et al.
Published: (2022)
Q-Refine: A Perceptual Quality Refiner for AI-Generated Image
by: Li, Chunyi, et al.
Published: (2024)
by: Li, Chunyi, et al.
Published: (2024)
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models
by: Zhou, Ziyin, et al.
Published: (2025)
by: Zhou, Ziyin, et al.
Published: (2025)
Depth-Guided Semi-Supervised Instance Segmentation
by: Chen, Xin, et al.
Published: (2024)
by: Chen, Xin, et al.
Published: (2024)
Incentivizing Tool-augmented Thinking with Images for Medical Image Analysis
by: Jiang, Yankai, et al.
Published: (2025)
by: Jiang, Yankai, et al.
Published: (2025)
Towards Saner Deep Image Registration
by: Duan, Bin, et al.
Published: (2023)
by: Duan, Bin, et al.
Published: (2023)
Multi-branch Collaborative Learning Network for 3D Visual Grounding
by: Qian, Zhipeng, et al.
Published: (2024)
by: Qian, Zhipeng, et al.
Published: (2024)
DS$^2$Net: Detail-Semantic Deep Supervision Network for Medical Image Segmentation
by: Huang, Zhaohong, et al.
Published: (2025)
by: Huang, Zhaohong, et al.
Published: (2025)
Computational Analysis of Degradation Modeling in Blind Panoramic Image Quality Assessment
by: Yan, Jiebin, et al.
Published: (2025)
by: Yan, Jiebin, et al.
Published: (2025)
Deep Learning-based Image and Video Inpainting: A Survey
by: Quan, Weize, et al.
Published: (2024)
by: Quan, Weize, et al.
Published: (2024)
Motion-Aware Caching for Efficient Autoregressive Video Generation
by: Xu, Jing, et al.
Published: (2026)
by: Xu, Jing, et al.
Published: (2026)
Viewport-Unaware Blind Omnidirectional Image Quality Assessment: A Flexible and Effective Paradigm
by: Yan, Jiebin, et al.
Published: (2025)
by: Yan, Jiebin, et al.
Published: (2025)
Learning Image Demoireing from Unpaired Real Data
by: Zhong, Yunshan, et al.
Published: (2024)
by: Zhong, Yunshan, et al.
Published: (2024)
Image Quality Assessment: Exploring Quality Awareness via Memory-driven Distortion Patterns Matching
by: Lan, Xuting, et al.
Published: (2026)
by: Lan, Xuting, et al.
Published: (2026)
A Prototype-Guided Coarse Annotations Refining Approach for Whole Slide Images
by: Yao, Bingjian, et al.
Published: (2025)
by: Yao, Bingjian, et al.
Published: (2025)
Q-Hawkeye: Reliable Visual Policy Optimization for Image Quality Assessment
by: Xie, Wulin, et al.
Published: (2026)
by: Xie, Wulin, et al.
Published: (2026)
Q-Tacit: Image Quality Assessment via Latent Visual Reasoning
by: Jiang, Yuxuan, et al.
Published: (2026)
by: Jiang, Yuxuan, et al.
Published: (2026)
Omni-Referring Image Segmentation
by: Zheng, Qiancheng, et al.
Published: (2025)
by: Zheng, Qiancheng, et al.
Published: (2025)
Max360IQ: Blind Omnidirectional Image Quality Assessment with Multi-axis Attention
by: Yan, Jiebin, et al.
Published: (2025)
by: Yan, Jiebin, et al.
Published: (2025)
Embodied Image Quality Assessment for Robotic Intelligence
by: Zhang, Jianbo, et al.
Published: (2024)
by: Zhang, Jianbo, et al.
Published: (2024)
UIF: An Objective Quality Assessment for Underwater Image Enhancement
by: Zheng, Yannan, et al.
Published: (2022)
by: Zheng, Yannan, et al.
Published: (2022)
The Loop Game: Quality Assessment and Optimization for Low-Light Image Enhancement
by: Huang, Danni, et al.
Published: (2022)
by: Huang, Danni, et al.
Published: (2022)
Redefining Quality Criteria and Distance-Aware Score Modeling for Image Editing Assessment
by: Zhang, Xinjie, et al.
Published: (2026)
by: Zhang, Xinjie, et al.
Published: (2026)
Similar Items
-
Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models
by: Li, Xudong, et al.
Published: (2024) -
Feature Denoising Diffusion Model for Blind Image Quality Assessment
by: Li, Xudong, et al.
Published: (2024) -
Adaptive Feature Selection for No-Reference Image Quality Assessment by Mitigating Semantic Noise Sensitivity
by: Li, Xudong, et al.
Published: (2023) -
DeepSight: An All-in-One LM Safety Toolkit
by: Zhang, Bo, et al.
Published: (2026) -
Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs
by: Li, Xudong, et al.
Published: (2025)