A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment

16 March 2024

Lei Zhang

Papers citing "A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment"

22 / 22 papers shown

Title
Visual Text Processing: A Comprehensive Review and Unified Evaluation Yan Shu Weichao Zeng Fangmin Zhao Zeyu Chen Z. Li ... Paolo Rota Xiang Bai Lianwen Jin Xu-Cheng Yin N. Sebe CoGe 52 0 0 30 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
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
T2ISafety: Benchmark for Assessing Fairness, Toxicity, and Privacy in Image Generation Lijun Li Zhelun Shi Xuhao Hu Bowen Dong Yiran Qin Xihui Liu Lu Sheng Jing Shao 112 1 0 21 Feb 2025
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
Modification Takes Courage: Seamless Image Stitching via Reference-Driven Inpainting Ziqi Xie Xiao Lai Weidong Zhao Xianhui Liu Wenlong Hou Wenlong Hou 37 0 0 15 Nov 2024
AutoVFX: Physically Realistic Video Editing from Natural Language Instructions Hao-Yu Hsu Zhi-Hao Lin Albert Zhai Hongchi Xia Shenlong Wang VGen 40 9 0 04 Nov 2024
Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment Kai Liu Ziqing Zhang Wenbo Li Renjing Pei Fenglong Song Xiaohong Liu Linghe Kong Yulun Zhang VLM 31 1 0 03 Oct 2024
Q-Bench-Video: Benchmarking the Video Quality Understanding of LMMs Zicheng Zhang Ziheng Jia H. Wu Chunyi Li Zijian Chen ... Wei Sun Xiaohong Liu Xiongkuo Min Weisi Lin Guangtao Zhai 19 7 0 30 Sep 2024
Enhancing Explainability in Multimodal Large Language Models Using Ontological Context Jihen Amara B. König-Ries Sheeba Samuel 14 1 0 27 Sep 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
From Text to Pixel: Advancing Long-Context Understanding in MLLMs Yujie Lu Xiujun Li Tsu-jui Fu Miguel P. Eckstein William Yang Wang VLM 26 2 0 23 May 2024
InternLM-XComposer2: Mastering Free-form Text-Image Composition and Comprehension in Vision-Language Large Model Xiao-wen Dong Pan Zhang Yuhang Zang Yuhang Cao Bin Wang ... Conghui He Xingcheng Zhang Yu Qiao Dahua Lin Jiaqi Wang VLM MLLM 76 242 0 29 Jan 2024
Depicting Beyond Scores: Advancing Image Quality Assessment through Multi-modal Language Models Zhiyuan You Zheyuan Li Jinjin Gu Zhenfei Yin Tianfan Xue Chao Dong EGVM 9 35 0 14 Dec 2023
mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration Qinghao Ye Haiyang Xu Jiabo Ye Mingshi Yan Anwen Hu Haowei Liu Qi Qian Ji Zhang Fei Huang Jingren Zhou MLLM VLM 116 367 0 07 Nov 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
Measuring Perceptual Color Differences of Smartphone Photographs Zhihua Wang Keshuo Xu Yang Yang J. Dong Shuhang Gu Lihao Xu Yuming Fang Kede Ma 29 6 0 26 May 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
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 149 608 0 12 Aug 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 223 4,424 0 23 Jan 2020