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Q-Insight: Understanding Image Quality via Visual Reinforcement Learning

28 March 2025

Papers citing "Q-Insight: Understanding Image Quality via Visual Reinforcement Learning"

50 / 53 papers shown

Title
Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models Guanghao Zhou Panjia Qiu Chong Chen Jiadong Wang Zheming Yang Jian Xu Minghui Qiu OffRL LRM 187 8 0 30 Apr 2025
R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization Jingyi Zhang Jiaxing Huang Huanjin Yao Shunyu Liu Xikun Zhang Shijian Lu Dacheng Tao LRM 138 73 0 17 Mar 2025
Toward Generalized Image Quality Assessment: Relaxing the Perfect Reference Quality Assumption Du Chen Tianhe Wu Kede Ma Lei Zhang 70 4 0 14 Mar 2025
Teaching LMMs for Image Quality Scoring and Interpreting Zicheng Zhang H. Wu Ziheng Jia Weisi Lin Guangtao Zhai 129 2 0 12 Mar 2025
Visual-RFT: Visual Reinforcement Fine-Tuning Ziyu Liu Zeyi Sun Yuhang Zang Xiaoyi Dong Yuhang Cao Haodong Duan Dahua Lin Jiaqi Wang ObjD VLM LRM 137 129 0 03 Mar 2025
MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning Jiazhen Pan Che Liu Junde Wu Fenglin Liu Jiayuan Zhu Hongwei Bran Li Chen Chen Cheng Ouyang Daniel Rueckert LRM LM&MA VLM 138 42 0 26 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 354 699 0 20 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 2,000 0 22 Jan 2025
o1-Coder: an o1 Replication for Coding Yuxiang Zhang Shangxi Wu Yuqi Yang Jiangming Shu Jinlin Xiao Chao Kong Jitao Sang LRM 157 51 0 29 Nov 2024
An Intelligent Agentic System for Complex Image Restoration Problems Kaiwen Zhu Jinjin Gu Zhiyuan You Yu Qiao Chao Dong 126 10 0 23 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 93 10 0 30 Sep 2024
Qwen2.5-Coder Technical Report Binyuan Hui Jian Yang Zeyu Cui Jiaxi Yang Dayiheng Liu ... Fei Huang Xingzhang Ren Xuancheng Ren Jingren Zhou Junyang Lin OSLM 117 336 0 18 Sep 2024
Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement An Yang Beichen Zhang Binyuan Hui Bofei Gao Bowen Yu ... Mingfeng Xue Runji Lin Tianyu Liu Xingzhang Ren Zhenru Zhang OSLM LRM 125 320 0 18 Sep 2024
Q-Ground: Image Quality Grounding with Large Multi-modality Models Chaofeng Chen Sensen Yang Haoning Wu Liang Liao Zicheng Zhang Annan Wang Wenxiu Sun Qiong Yan Weisi Lin 39 7 0 24 Jul 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 106 22 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 89 22 0 29 May 2024
Towards Open-ended Visual Quality Comparison Haoning Wu Hanwei Zhu Zicheng Zhang Erli Zhang Chaofeng Chen ... Qiong Yan Xiaohong Liu Guangtao Zhai Shiqi Wang Weisi Lin AAML 101 55 0 26 Feb 2024
InternLM-Math: Open Math Large Language Models Toward Verifiable Reasoning Huaiyuan Ying Shuo Zhang Linyang Li Zhejian Zhou Yunfan Shao ... Hang Yan Xipeng Qiu Jiayu Wang Kai-xiang Chen Dahua Lin ReLM LRM 71 85 0 09 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 169 1,288 0 05 Feb 2024
Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels Haoning Wu Zicheng Zhang Weixia Zhang Chaofeng Chen Liang Liao ... Wenxiu Sun Qiong Yan Xiongkuo Min Guangtao Zhai Weisi Lin 80 161 0 28 Dec 2023
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 59 42 0 14 Dec 2023
RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback M. Steyvers Yuan Yao Haoye Zhang Taiwen He Yifeng Han ... Xinyue Hu Zhiyuan Liu Hai-Tao Zheng Maosong Sun Tat-Seng Chua MLLM VLM 208 230 0 01 Dec 2023
Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization Zhiyuan Zhao Bin Wang Linke Ouyang Xiao-wen Dong Jiaqi Wang Conghui He MLLM VLM 123 134 0 28 Nov 2023
Aligning Large Multimodal Models with Factually Augmented RLHF Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 124 395 0 25 Sep 2023
Q-Bench: A Benchmark for General-Purpose Foundation Models on Low-level Vision Haoning Wu Zicheng Zhang Erli Zhang Chaofeng Chen Liang Liao ... Chunyi Li Wenxiu Sun Qiong Yan Guangtao Zhai Weisi Lin VLM 123 156 0 25 Sep 2023
AGIQA-3K: An Open Database for AI-Generated Image Quality Assessment Chunyi Li Zicheng Zhang Haoning Wu Wei Sun Xiongkuo Min Xiaohong Liu Guangtao Zhai Weisi Lin EGVM 76 124 0 07 Jun 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 571 4,925 0 17 Apr 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,472 0 27 Feb 2023
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 214 1,646 0 15 Dec 2022
Shift-tolerant Perceptual Similarity Metric Abhijay Ghildyal Feng Liu 48 41 0 27 Jul 2022
Exploring CLIP for Assessing the Look and Feel of Images Jianyi Wang Kelvin C. K. Chan Chen Change Loy VLM 132 578 0 25 Jul 2022
MANIQA: Multi-dimension Attention Network for No-Reference Image Quality Assessment Sidi Yang Tianhe Wu Shu Shi Shanshan Lao S. Gong Ming Cao Jiahao Wang Yujiu Yang 91 339 0 19 Apr 2022
Incorporating Semi-Supervised and Positive-Unlabeled Learning for Boosting Full Reference Image Quality Assessment Yue Cao Zhaolin Wan Dongwei Ren Zifei Yan W. Zuo 56 20 0 19 Apr 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 891 13,228 0 04 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 511 15,788 0 20 Dec 2021
Locally Adaptive Structure and Texture Similarity for Image Quality Assessment Keyan Ding Yi Liu X. Zou Shiqi Wang Kede Ma 60 47 0 16 Oct 2021
Learning Conditional Knowledge Distillation for Degraded-Reference Image Quality Assessment Heliang Zheng Huan Yang Jianlong Fu Zhengjun Zha Jiebo Luo 64 43 0 18 Aug 2021
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 228 683 0 12 Aug 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 306 7,958 0 11 May 2021
PIPAL: a Large-Scale Image Quality Assessment Dataset for Perceptual Image Restoration Jinjin Gu Haoming Cai Haoyu Chen Xiaoxing Ye Jimmy S. J. Ren Chao Dong 83 199 0 23 Jul 2020
Image Quality Assessment: Unifying Structure and Texture Similarity Keyan Ding Kede Ma Shiqi Wang Eero P. Simoncelli 119 791 0 16 Apr 2020
MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment Hancheng Zhu Leida Li Jinjian Wu W. Dong Guangming Shi 82 283 0 11 Apr 2020
KonIQ-10k: An ecologically valid database for deep learning of blind image quality assessment Vlad Hosu Hanhe Lin T. Szirányi Dietmar Saupe 117 579 0 14 Oct 2019
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Weixia Zhang Kede Ma Jia Yan Dexiang Deng Zhou Wang 105 675 0 05 Jul 2019
PieAPP: Perceptual Image-Error Assessment through Pairwise Preference Ekta Prashnani H. Cai Yasamin Mostofi P. Sen SSL 71 278 0 06 Jun 2018
Blind Predicting Similar Quality Map for Image Quality Assessment Da Pan Ping Shi Ming-rui Hou Zefeng Ying Sizhe Fu Yuan Zhang 61 104 0 22 May 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 384 11,938 0 11 Jan 2018
NIMA: Neural Image Assessment Hossein Talebi P. Milanfar 3DH 92 910 0 15 Sep 2017
RankIQA: Learning from Rankings for No-reference Image Quality Assessment Xialei Liu Joost van de Weijer Andrew D. Bagdanov 102 428 0 26 Jul 2017
Proximal Policy Optimization Algorithms John Schulman Filip Wolski Prafulla Dhariwal Alec Radford Oleg Klimov OffRL 580 19,315 0 20 Jul 2017