Visual Saliency

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  1. Dotting the Eye: An Intent-Driven Image Retouching Agent for Visual Focus Enhancement

    Sep 1, 2026Chujie Qin, Zilong Zhang, Zewei Chang +5Image EnhancementVisual Saliency

    VCIP,CS,Nankai University · NKIARI, Shenzhen Futian · DJI Technology Co., Ltd +1

  2. Human versus Computer Vision

    Aug 10, 2026Elena SirotkinaVisual AttentionAlgorithmic Fairness

    Center for Data Science New York University

  3. Is It Time for the Renaissance of Salient Object Detection in the Era of MLLMs?

    Jul 31, 2026Wenzhuo Zhao, Xiuzhi Li, Zhongkuan Mao +6VLM EvaluationSalient Object Detection

    College of Computer Science, Sichuan University, China · National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, China · School of Information and Communication Engineering, University of ElectronicScience and Technology of China, China

  4. DensFiLM: Density-Conditioned Video Saliency for Crowd Scenes

    Jul 28, 2026Anis Ur RahmanSalient Object DetectionVisual Saliency

    CSC - IT Center for Science Ltd., Espoo, Finland

  5. FSDBN: Foreground-Aware EEG-Visual Alignment via Dynamic Brain Networks

    Jul 20, 2026Yiheng Liu, Chuhang Zheng, Peiliang Gong +3EEG-Based Visual DecodingCross-Modal Alignment

    College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics, Nanjing, China · The International Joint Institute of Tianjin University, Fuzhou, Tianjin University, Tianjin, China

  6. Attention-Guided Saliency Maps for Interpreting Visualization Literacy in VLMs

    Jul 17, 2026Maeve Hutchinson, Abderrahmane Wassim Mehdaoui, Pranava MadhyasthaData VisualizationVisual Attention

    City St George’s · City St George’s, University of London · The Alan Turing Institute

  7. TDSal: Task-Based Top-Down Saliency Prediction Model

    Jul 10, 2026Can Mizrakli, Tolga K. CapinVisual AttentionSalient Object Detection

    Karlsruhe Institute of Technology, Germany · TED University, Türkiye

  8. What Pixels Are Enough? SEAMS: Sufficiency Saliency via MSE-Preservation Soft-Masks

    Jul 10, 2026Magdalena Trędowicz, Łukasz Struski, Arkadiusz Lewicki +4Transformer InterpretabilitySaliency Map Evaluation

    Jagiellonian University · University of Information Technology and Management in Rzeszów · Jagiellonian University Medical College

  9. Comparing Human Gaze and Vision-Language Model Attention in Safety-Relevant Environments

    Jun 13, 2026Marta Vallejo, Siwen WangVLM EvaluationLarge Vision-Language Models

    School of Mathematical and Computer Sciences, Heriot-Watt University, Edinburgh, EH14 4AS, United Kingdom

  10. Attend to Anything: Foundation Model for Unified Human Attention Modeling

    Jun 2, 2026Wenzhuo Zhao, Ronghao Xian, Keren Fu +1Visual AttentionUnified Multimodal Models

    College of Computer Science, Sichuan University, Chengdu, 610065, China · National Key Laboratory of Fundamental Science on Synthetic Vision, Sichuan University, Chengdu, 610065, China

  11. ViASNet: A Video Ad Saliency Network for Predicting Dynamic Saliency and Viewer Engagement

    May 28, 2026Jianping Ye, Michel WedelVideo UnderstandingOnline Advertising

    Department of Mathematics, University of Maryland, College Park, MD 20742, USA · Robert H. Smith School of Business, University of Maryland, College Park, MD 20742, USA

  12. Bridging visual saliency and large language models for explainable deep learning in medical imaging

    May 7, 2026Paul Valery Nguezet, Elie Tagne Fute, Yusuf Brima +2Radiology Report GenerationMedical Image Classification

    Department of Mathematics and Computer science, University of Dschang, Dschang, 67, Cameroon. · Computer Vision, Institute of Cognitive Science, Osnabrück University, Osnabrueck, D-49090, Lower Saxony, Germany. · Department of Mathematics, Rhodes University, Grahamstown, Eastern Cape, 6140, Eastern Cape, South Africa. +1

  13. Raising the Ceiling: Better Empirical Fixation Densities for Saliency Benchmarking

    May 5, 2026Susmit Agrawal, Jannis Hollman, Matthias KümmererBenchmark DesignEye Tracking

    Tübingen AI Center, University of Tübingen, Germany

  14. SIMON: Saliency-aware Integrative Multi-view Object-centric Neural Decoding

    May 1, 2026YuSheng Lin, Ji-Hwa Tsai, Chun-Shu WeiEEG-Based Visual DecodingMulti-View Learning

    National Yang Ming Chiao Tung University, Taiwan

  15. See Further, Think Deeper: Advancing VLM's Reasoning Ability with Low-level Visual Cues and Reflection

    Apr 27, 2026Zhiheng Wu, Tong Wang, Shuning Wang +2Tool Use in VLMsVLM Reasoning

    1Baidu Inc. · †Independent researcher. · 2Zhejiang University +1

  16. NTIRE 2026 Challenge on Video Saliency Prediction: Methods and Results

    Apr 16, 2026Andrey Moskalenko, Alexey Bryncev, Ivan Kosmynin +40Visual Saliency