Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language Models

14 December 2023

Jinjin Gu

Papers citing "Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language Models"

33 / 33 papers shown

Title
NTIRE 2025 Challenge on Short-form UGC Video Quality Assessment and Enhancement: KwaiSR Dataset and Study Xin Li Xijun Wang Bingchen Li Kun Yuan Yizhen Shao Suhang Yao Ming-Ting Sun Chao Zhou Radu Timofte Zhibo Chen 43 3 0 21 Apr 2025
Q-Adapt: Adapting LMM for Visual Quality Assessment with Progressive Instruction Tuning Yiting Lu X. Li H. Wu Bingchen Li Weisi Lin Zhibo Chen 37 1 0 02 Apr 2025
Q-Insight: Understanding Image Quality via Visual Reinforcement Learning Weiqi Li X. Zhang Shijie Zhao Y. Zhang Junlin Li Li Zhang Jian Andrew Zhang 46 3 0 28 Mar 2025
Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy Yinan Sun Xiongkuo Min Zicheng Zhang Yixuan Gao Y. Cao Guangtao Zhai VLM 59 0 0 26 Mar 2025
QualiSpeech: A Speech Quality Assessment Dataset with Natural Language Reasoning and Descriptions Siyin Wang Wenyi Yu Xianzhao Chen Xiaohai Tian J. Zhang Lu Lu Yu Tsao Junichi Yamagishi Y. Wang Chao Zhang AuLLM 76 0 0 26 Mar 2025
Teaching LMMs for Image Quality Scoring and Interpreting Zicheng Zhang H. Wu Ziheng Jia Weisi Lin Guangtao Zhai 60 1 0 12 Mar 2025
Gamma: Toward Generic Image Assessment with Mixture of Assessment Experts Hantao Zhou Rui Yang Longxiang Tang Guanyi Qin Y. Zhang R. Hu Xiu Li 41 0 0 09 Mar 2025
Next Token Is Enough: Realistic Image Quality and Aesthetic Scoring with Multimodal Large Language Model M. Li Rui Wang Lei Sun Y. Bai Xiangxiang Chu 59 0 0 08 Mar 2025
Revisiting the Generalization Problem of Low-level Vision Models Through the Lens of Image Deraining Jinfan Hu Zhiyuan You Jinjin Gu Kaiwen Zhu Tianfan Xue Chao Dong 41 0 0 18 Feb 2025
LossAgent: Towards Any Optimization Objectives for Image Processing with LLM Agents Bingchen Li Xin Li Yiting Lu Zhibo Chen 78 1 0 05 Dec 2024
HEIE: MLLM-Based Hierarchical Explainable AIGC Image Implausibility Evaluator Fan Yang Ru Zhen J. T. Wang Yanhao Zhang Haoxiang Chen Haonan Lu Sicheng Zhao Guiguang Ding 69 0 0 26 Nov 2024
SEAGULL: No-reference Image Quality Assessment for Regions of Interest via Vision-Language Instruction Tuning Z. Chen Juan Wang Wen Wang Sunhan Xu Hang Xiong ... Jian Guo Shuxun Wang C. Yuan Bing Li Weiming Hu VLM 36 1 0 15 Nov 2024
DreamClear: High-Capacity Real-World Image Restoration with Privacy-Safe Dataset Curation Yuang Ai Xiaoqiang Zhou Huaibo Huang Xiaotian Han Zhengyu Chen Quanzeng You Hongxia Yang 39 8 0 24 Oct 2024
An Intelligent Agentic System for Complex Image Restoration Problems Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 33 6 0 23 Oct 2024
Quality Assessment in the Era of Large Models: A Survey Zicheng Zhang Yingjie Zhou Chunyi Li Baixuan Zhao Xiaohong Liu Guangtao Zhai 40 10 0 17 Aug 2024
DCA-Bench: A Benchmark for Dataset Curation Agents Benhao Huang Yingzhuo Yu Jin Huang Xingjian Zhang Jiaqi Ma 23 1 0 11 Jun 2024
Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare Hanwei Zhu Haoning Wu Yixuan Li Zicheng Zhang Baoliang Chen Lingyu Zhu Yuming Fang Guangtao Zhai Weisi Lin Shiqi Wang 33 18 0 29 May 2024
Descriptive Image Quality Assessment in the Wild Zhiyuan You Jinjin Gu Zheyuan Li Xin Cai Kaiwen Zhu Chao Dong Tianfan Xue EGVM 29 16 0 29 May 2024
LMM-PCQA: Assisting Point Cloud Quality Assessment with LMM Zicheng Zhang Haoning Wu Yingjie Zhou Chunyi Li Wei Sun Chaofeng Chen Xiongkuo Min Xiaohong Liu Weisi Lin Guangtao Zhai 24 4 0 28 Apr 2024
A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment Tianhe Wu Kede Ma Jie-Kai Liang Yujiu Yang Lei Zhang 24 19 0 16 Mar 2024
XPSR: Cross-modal Priors for Diffusion-based Image Super-Resolution Yunpeng Qu Kun Yuan Kai Zhao Qizhi Xie Jinhua Hao Ming-hui Sun Chao Zhou 21 16 0 08 Mar 2024
PromptIQA: Boosting the Performance and Generalization for No-Reference Image Quality Assessment via Prompts Zewen Chen Haina Qin Juan Wang Chunfen Yuan Bing Li Weiming Hu Liang Wang VLM 31 7 0 08 Mar 2024
SynArtifact: Classifying and Alleviating Artifacts in Synthetic Images via Vision-Language Model Bin Cao Jianhao Yuan Yexin Liu Jian Li Shuyang Sun Jing Liu Bo-Lu Zhao DiffM 22 7 0 28 Feb 2024
A Benchmark for Multi-modal Foundation Models on Low-level Vision: from Single Images to Pairs Zicheng Zhang Haoning Wu Erli Zhang Guangtao Zhai Weisi Lin VLM 19 8 0 11 Feb 2024
2AFC Prompting of Large Multimodal Models for Image Quality Assessment Hanwei Zhu Xiangjie Sui Baoliang Chen Xuelin Liu Peilin Chen Yuming Fang Shiqi Wang 43 14 0 02 Feb 2024
Deep Linear Array Pushbroom Image Restoration: A Degradation Pipeline and Jitter-Aware Restoration Network Zida Chen Ziran Zhang Haoying Li Menghao Li Yue-ting Chen Qi Li H. Feng Zhi-hai Xu Shiqi Chen 10 1 0 16 Jan 2024
Prompt-based test-time real image dehazing: a novel pipeline Xiang Guo Zewei He Ziqian Lu Xuecheng Sun Zheming Lu DiffM VLM 16 4 0 29 Sep 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 203 883 0 27 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 244 4,186 0 30 Jan 2023
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark A. Kalyan ELM ReLM LRM 207 1,089 0 20 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 149 608 0 12 Aug 2021
Image Quality Assessment for Perceptual Image Restoration: A New Dataset, Benchmark and Metric Jinjin Gu Haoming Cai Haoyu Chen Xiaoxing Ye Jimmy S. J. Ren Chao Dong 17 39 0 30 Nov 2020