Image Quality Assessment: From Human to Machine Preference
Chunyi Li, Yuan Tian, Xiaoyue Ling, Zicheng Zhang, Haodong Duan, Haoning Wu, Ziheng Jia, Xiaohong Liu, Xiongkuo Min, Guo Lu, Weisi Lin, Guangtao Zhai
2025Year
5Top-tier citations
Abstract
<Reference> <Distorted> Human Visual System: <subjective perception> Compare the similarity of images in terms of low-level attributes such as luminance and chrominance.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers5
- Image Quality Assessment for Embodied AIChunyi Li, Jiahao Xiao, Jianbo Zhang, Farong Wen et al.ICLR 2026 · 3 citations
- Semantics Versus Identity: A Divide-and-Conquer Approach Towards Adjustable Medical Image De-IdentificationYuan Tian, Shuo Wang, Rongzhao Zhang, Zijian Chen et al.ICCV 2025 · 3 citations
- rPPG-VQA: A Video Quality Assessment Framework for Unsupervised rPPG TrainingTianyang Dai, Ming Chang, Yan Chen, Yang HuCVPR 2026 · 1 citation
- Hist2Style: Histogram-Guided Stylization with Bilateral GridsDekel Galor, Adam Pikielny, Zhoutong Zhang, Ke Wang et al.CVPR 2026
- D-Judge: How Far Are We? Assessing the Discrepancies Between AI-synthesized and Natural Images through Multimodal GuidanceRenyang Liu, Ziyu Lyu, Wei Zhou, See-Kiong NgACM MM 2025
Builds on22
- Visual Instruction TuningHaotian Liu, Chunyuan Li, Qingyang Wu, Yong Jae LeeNeurIPS 2023 · 11,349 citations
- BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language ModelsJunnan Li, Dongxu Li, Silvio Savarese, Steven C. H. HoiICML 2023 · 7,873 citations
- InstructBLIP: Towards General-purpose Vision-Language Models with Instruction TuningWenliang Dai, Junnan Li, Dongxu Li, Anthony Meng Huat Tiong et al.NeurIPS 2023 · 4,013 citations
- Exploring CLIP for Assessing the Look and Feel of ImagesJianyi Wang, Kelvin C. K. Chan, Chen Change LoyAAAI 2023 · 1,208 citations
- PixArt-α: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image SynthesisJunsong Chen, Jincheng Yu, Chongjian Ge, Lewei Yao et al.ICLR 2024 · 831 citations
Related papers
- ICLR: Inter-Chrominance and Luminance Interaction for Natural Color Restoration in Low-Light Image EnhancementXin Xu, Hao Liu, Wei Liu, Wei Wang et al.AAAI 2026 · 2 citations
- Enhancement by Your Aesthetic: An Intelligible Unsupervised Personalized Enhancer for Low-Light ImagesNaishan Zheng, Jie Huang, Qi Zhu, Man Zhou et al.ACM MM 2022 · 12 citations
- S-CCR: Super-Complete Comparative Representation for Low-Light Image Quality Inference In-the-wildMiaohui Wang, Zhuowei Xu, Yuanhao Gong, Wuyuan XieACM MM 2022 · 5 citations
- The Unreasonable Effectiveness of Linear Prediction as a Perceptual MetricDaniel Severo, Lucas Theis, Johannes BalléICLR 2024 · 3 citations
- LDRM: Degradation Rectify Model for Low-light Imaging via Color-Monochrome CamerasJunhong Lin, Shufan Pei, Bing Chen, Nanfeng Jiang et al.ACM MM 2023 · 9 citations
