Modeling Beyond MOS: Quality Assessment Models Must Integrate Context, Reasoning, and Multimodality

26 May 2025

Papers citing "Modeling Beyond MOS: Quality Assessment Models Must Integrate Context, Reasoning, and Multimodality"

50 / 55 papers shown

Title
Semantically-Aware Game Image Quality Assessment Kai Zhu Vignesh Edithal Le Zhang Ilia Blank Imran Junejo 12 1 0 16 May 2025
Exploring Semantic Feature Discrimination for Perceptual Image Super-Resolution and Opinion-Unaware No-Reference Image Quality Assessment Guanglu Dong Xiangyu Liao Mingyang Li Guihuan Guo Chao Ren 47 1 0 25 Mar 2025
Do image and video quality metrics model low-level human vision? Dounia Hammou Yancheng Cai Pavan Madhusudanarao Christos G. Bampis Rafał K. Mantiuk 60 1 0 20 Mar 2025
Evaluating Step-by-step Reasoning Traces: A Survey Jinu Lee Julia Hockenmaier LRM ELM 53 2 0 17 Feb 2025
A Survey on Image Quality Assessment: Insights, Analysis, and Future Outlook Chengqian Ma Zhengyi Shi Zhiqiang Lu Shenghao Xie Fei Chao Yao Sui 44 1 0 12 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 128 1,368 0 22 Jan 2025
A Multi-annotated and Multi-modal Dataset for Wide-angle Video Quality Assessment Bo Hu Wei Wang Chunyi Li Lihuo He Leida Li Xinbo Gao 48 1 0 21 Jan 2025
ExIQA: Explainable Image Quality Assessment Using Distortion Attributes Sepehr Kazemi Ranjbar Emad Fatemizadeh 53 1 0 10 Sep 2024
CLIP-AGIQA: Boosting the Performance of AI-Generated Image Quality Assessment with CLIP Zhenchen Tang Zichuan Wang Bo Peng Jing Dong EGVM 48 3 0 27 Aug 2024
Scaling Synthetic Data Creation with 1,000,000,000 Personas Tao Ge Xin Chan Dian Yu Haitao Mi Dong Yu Dong Yu SyDa 131 124 0 28 Jun 2024
Image-Guided Outdoor LiDAR Perception Quality Assessment for Autonomous Driving Ce Zhang A. Eskandarian 67 1 0 25 Jun 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers Dongyuan Li Zhen Wang Yankai Chen Xue Liu Weiping Ding Manabu Okumura 85 22 0 01 May 2024
Large Multi-modality Model Assisted AI-Generated Image Quality Assessment Puyi Wang Wei Sun Zicheng Zhang Jun Jia Yanwei Jiang Zhichao Zhang Xiongkuo Min Guangtao Zhai EGVM 51 13 0 27 Apr 2024
Bringing Textual Prompt to AI-Generated Image Quality Assessment Bowen Qu Haohui Li Wei-Nan Gao EGVM 34 6 0 27 Mar 2024
A Comprehensive Study of Multimodal Large Language Models for Image Quality Assessment Tianhe Wu Kede Ma Jie Liang Yujiu Yang Lei Zhang 39 22 0 16 Mar 2024
KVQ: Kwai Video Quality Assessment for Short-form Videos Yiting Lu Xin Li Yajing Pei Kun Yuan Qizhi Xie Yunpeng Qu Ming Sun Chao Zhou Zhibo Chen 58 18 0 11 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 59 953 0 05 Feb 2024
Perceptual Video Quality Assessment: A Survey Xiongkuo Min Huiyu Duan Wei Sun Yucheng Zhu Guangtao Zhai 34 78 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 41 144 0 28 Dec 2023
ARNIQA: Learning Distortion Manifold for Image Quality Assessment Lorenzo Agnolucci L. Galteri Marco Bertini A. Bimbo 44 37 0 20 Oct 2023
Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond Jinze Bai Shuai Bai Shusheng Yang Shijie Wang Sinan Tan Peng Wang Junyang Lin Chang Zhou Jingren Zhou MLLM VLM ObjD 50 851 0 24 Aug 2023
TOPIQ: A Top-down Approach from Semantics to Distortions for Image Quality Assessment Chaofeng Chen Jiadi Mo Jingwen Hou Haoning Wu Liang Liao Wenxiu Sun Qiong Yan Weisi Lin 62 117 0 06 Aug 2023
Automatic diagnosis of knee osteoarthritis severity using Swin transformer Aymen Sekhri Marouane Tliba M. A. Kerkouri Yassine Nasser A. Chetouani Alessandro Bruno R. Jennane 21 6 0 10 Jul 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 40 119 0 07 Jun 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 241 4,506 0 17 Apr 2023
Re-IQA: Unsupervised Learning for Image Quality Assessment in the Wild Avinab Saha Sandeep Mishra A. Bovik 38 79 0 02 Apr 2023
Saliency-Aware Spatio-Temporal Artifact Detection for Compressed Video Quality Assessment Liqun Lin Yang Zheng Weiling Chen Chengdong Lan Tiesong Zhao 66 11 0 03 Jan 2023
Deep-based quality assessment of medical images through domain adaptation Marouane Tliba Aymen Sekhri M. A. Kerkouri A. Chetouani MedIm 33 5 0 19 Oct 2022
A domain adaptive deep learning solution for scanpath prediction of paintings M. A. Kerkouri Marouane Tliba A. Chetouani Alessandro Bruno 75 6 0 22 Sep 2022
PyTorch Image Quality: Metrics for Image Quality Assessment Sergey Kastryulin Jamil Zakirov Denis Prokopenko Dmitry V. Dylov 25 41 0 31 Aug 2022
Exploring CLIP for Assessing the Look and Feel of Images Jianyi Wang Kelvin C. K. Chan Chen Change Loy VLM 89 548 0 25 Jul 2022
Telepresence Video Quality Assessment Zhenqiang Ying Deepti Ghadiyaram A. Bovik 24 6 0 20 Jul 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 163 3,458 0 29 Apr 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 44 309 0 19 Apr 2022
A Brief Survey on Adaptive Video Streaming Quality Assessment Wei Zhou Xiongkuo Min Hong Li Qiuping Jiang 14 14 0 25 Feb 2022
BIQ2021: A Large-Scale Blind Image Quality Assessment Database Nisar Ahmed Shahzad Asif 14 8 0 08 Feb 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 415 4,283 0 28 Jan 2022
QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarization Alexander R. Fabbri Chien-Sheng Wu Wenhao Liu Caiming Xiong HILM 46 214 0 16 Dec 2021
MUSIQ: Multi-scale Image Quality Transformer Junjie Ke Qifei Wang Yilin Wang P. Milanfar Feng Yang 183 639 0 12 Aug 2021
LoRA: Low-Rank Adaptation of Large Language Models J. E. Hu Yelong Shen Phillip Wallis Zeyuan Allen-Zhu Yuanzhi Li Shean Wang Lu Wang Weizhu Chen OffRL AI4TS AI4CE ALM AIMat 138 9,946 0 17 Jun 2021
Perceptual Image Quality Assessment with Transformers Manri Cheon Sung-Jun Yoon Byungyeon Kang Junwoo Lee ViT 46 112 0 30 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 354 28,659 0 26 Feb 2021
Patch-VQ: 'Patching Up' the Video Quality Problem Zhenqiang Ying Maniratnam Mandal Deepti Ghadiyaram AI Facebook 21 166 0 27 Nov 2020
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 40 194 0 23 Jul 2020
MetaIQA: Deep Meta-learning for No-Reference Image Quality Assessment Hancheng Zhu Leida Li Jinjian Wu W. Dong Guangming Shi 58 278 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 72 561 0 14 Oct 2019
Quality Assessment of In-the-Wild Videos Dingquan Li Tingting Jiang Ming Jiang 11 297 0 01 Aug 2019
Blind Image Quality Assessment Using A Deep Bilinear Convolutional Neural Network Weixia Zhang Kede Ma Jia Yan Dexiang Deng Zhou Wang 55 656 0 05 Jul 2019
PEA265: Perceptual Assessment of Video Compression Artifacts Liqun Lin Shiqi Yu Tiesong Zhao Zhou Wang 41 27 0 01 Mar 2019
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 152 11,610 0 11 Jan 2018