Saliency

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11 papers in the last 28 days · 0.3% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Saliency.

134 papers

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  1. Recognizing Is Not Reversing: A Controlled Inversion Test of Fact-Preserving News Framing

    Sep 12, 2026Yi LiuFramingRewrite

  2. A Quantitative Evaluation Framework for Temporal Explainability in Echocardiographic Video Segmentation

    Sep 7, 2026Jiyoo Noh, Jonathan H. ChanConcept-Based ExplainabilityU-Net

  3. When Superpixels Fail on Documents: A Study of Segmentation for LIME Explanations

    Sep 7, 2026Quentin Telnoff, Emanuela Boros, Mickaël Coustaty +3Concept-Based ExplainabilityDocument

  4. Efficient Semantic Understanding from Digital Foveation

    Sep 3, 2026Caterina Caccavella, Vittorio Fra, Andreas Ziegler +2Real-Time Semantic SegmentationComputer Vision

  5. VestigeKV: The NoPE-MLA KV Cache Carries Its Own Sparse-Attention Signal in a Vestigial Branch

    Sep 3, 2026WenJie FanKey-Value CacheCache

  6. Pushing the (Decision) Boundaries: Dynamically Calibrating Differentially Private Noise to Explainability in Federated Learning

    Sep 3, 2026Michael Khavkin, Kichang Lee, Jaeho Jin +2Differential PrivacyExplainability

  7. From Saliency to Discriminability: Rank-Preserving Visual Token Pruning for VLM Rerankers

    Sep 1, 2026Siyi Liu, Hanjun Yang, Chenchen Zhang +7Visual Token PruningVisual Tokens

  8. Every Token Leaves a Ripple in the Stream of Thought: Eliciting Model-Internal Token Saliency for Chain-of-Thought Compression

    Aug 31, 2026Tianyi Zhao, Yinhan He, Wendy Zheng +1Chain-Of-ThoughtReasoning Chain

  9. Multi-View Reflective Surface Inspection via Semantic-Saliency Cross-Verification

    Aug 31, 2026Van-Giang Nguyen, Thanh-Tuan Tran, Xuan-Hieu Phan +1InspectionSaliency

  10. Motion-Saliency Complementary Masked Modeling for Point Cloud Video Understanding

    Aug 31, 2026Wei Wang, Yiding Sun, Yuyan Wang +4Point CloudsMotion Model

  11. Improving Argument Saliency Coverage in Small LLMs for Long Legal Opinion Summarization via Sequence-Level Distillation

    Aug 30, 2026Mohamed Elaraby, Ahmed Elhady, Diane LitmanSummarizationSmall Large Language Models

  12. CAM-Guided Saliency Cutout and Image-Based Malware Classification

    Aug 12, 2026Yasaman Ebrahimi, Martin Jurecek, Mark StampDropoutConvolutional Neural Networks

  13. Hierarchical Compositionality for An Assistive AI Agent

    Aug 11, 2026Tianyi Fu, Mohan SridharanArtificial Intelligence AgentsCompositionality

  14. Human versus Computer Vision

    Aug 10, 2026Elena SirotkinaSaliencyComputer Vision

  15. The Neural Echo: A Signal Processing Perspective for Understanding Neural Networks

    Aug 5, 2026Chongbiao Wang, Daniel Gaa, Joachim Weickert +1Artificial Neural NetworksConvolutional Neural Networks

  16. Season: Spectrum-Aware Orthogonal Gradient Refinement for Transfer-Based Adversarial Attacks

    Aug 5, 2026Tianyi Wang, Zhenghao Gao, Shengjie XuBlack-Box Adversarial AttacksVision Transformer

  17. Attention is Case-Sensitive

    Aug 4, 2026Maximilian Dillitzer, Tin Stribor Sohn, Jason J. Corso +1Typography GenerationSaliency

  18. Floor, Ceiling, and the Fusion Gap: How Much of Crowd Reading Attention Can Machines Predict?

    Aug 3, 2026Kazuki Nakayashiki, Keisuke WatanabeReadingCeiling

  19. VGER: Voxel-Guided Global Event Ranking for Event Cloud Attribution

    Aug 2, 2026Youxin Jiang, Baoheng Fu, Hongwei Ren +1EventFeature Attribution

  20. Unleashing the Power of Text: Text-Guided Flow Matching for Image Fusion under Complex Degradations

    Aug 1, 2026Axi Niu, Jieheng Li, Kang Zhang +3Visible Image FusionDegradation

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

    Jul 31, 2026Wenzhuo Zhao, Xiuzhi Li, Zhongkuan Mao +6Large Multimodal ModelsSaliency

  22. Metaphor Tracer: A Theory-Informed Analysis of Hidden States

    Jul 30, 2026Marc Heimann, Roxana Assadi Moghaddam, Olga Brovkina +2Hidden StatesMetaphors

  23. Explaining Image Similarity with Automatically Extracted Concept Activation Vectors

    Jul 30, 2026Isaac Roberts, Petra Bevandic, Alexander Schulz +1Semantic Similarity MetricsSaliency

  24. BladeYOLO: Wind Turbine Blade Defect Detection with Limited Annotations and Weak-Saliency Awareness

    Jul 30, 2026Yabin Xu, Fangtao Zhang, Fan Wang +5Defect DetectionYolo26

  25. Prox: Training-Free FFN Activation Sparsity via Approximate Intermediate-Channel Salience in LLMs

    Jul 30, 2026Jinyi Liu, Wei Chen, Pengyu Chen +4Model ActivationsFeed-Forward

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

    Jul 28, 2026Anis Ur RahmanSaliencyDense Prediction

  27. Dataset Distillation Based on Saliency-Driven Prototype Alignment

    Jul 28, 2026Yawen Zou, Wenqi Cai, Guang Li +3Dataset DistillationLearnable Prototypes

  28. MEDit-Bench: A Dataset for Evaluating Message-Driven Narrative Video Editing

    Jul 28, 2026Katsuya Ogata, Zongshang Pang, Mayu Otani +1Video EditingSummarization

  29. Explainable Reinforcement Learning for assisting Air Traffic Controllers

    Jul 24, 2026Anduel Mehmeti, Gabriella Gigante, Salvatore VenticinqueAir Traffic ControlSafe Reinforcement Learning

  30. Visual Saliency Steering Distillation for Multimodal Chain-of-Thought Reasoning

    Jul 24, 2026Hao Yang, Jin Wang, Xuejie ZhangChain-Of-ThoughtSaliency

  31. Scene Parameter Saliency via Differentiable Light Transport

    Jul 23, 2026Linas Beresna, Eugene FiumeSaliencyDifferentiable Rendering

  32. Gradient Concentration, Not Weight Saliency, Explains Representation-Level Class Unlearning

    Jul 23, 2026Billel Habbati, Alessio Merlo, Luca Verderame +1Machine UnlearningCatastrophic Forgetting

  33. ProCap: Prominence-guided Object Rectification for Faithful and Comprehensive Video Captioning

    Jul 23, 2026Debjyoti Das Adhikary, Aritra Hazra, Partha Pratim ChakrabartiVideo CaptioningRectification

  34. Efficient and Interpretable Body-Based Emotion Recognition with Lightweight Temporal Convolutional Networks

    Jul 23, 2026Christian Arzate Cruz, Stefanos Gkikas, Houshyar AsadiTemporal Convolutional NetworksSkeleton-Based Action Recognition

  35. Attention Without Grounding: Causal Evaluation of Visual Explanations in Medical VLMs

    Jul 20, 2026Binesh Sadanandan, Vahid BehzadanMedical Vision-Language ModelsConcept-Based Explainability

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

    Jul 20, 2026Yiheng Liu, Chuhang Zheng, Peiliang Gong +3ElectroencephalogramBrain Activity

  37. Salience Induction against Multi-Hop RAG Agents: Threat and Defense

    Jul 20, 2026Xingfu Zhou, Pengfei Wang, Yuan Zhou +2Hievi-RagRetrieval-Augmented Generation

  38. Look Clearly Before Answering: Mitigating Hallucinations in LVLMs via Saliency-Driven Perceptual Realignment

    Jul 18, 2026Pengxu Chen, Yao Zhu, Guangming Zhu +4Large Language Model HallucinationMitigating Hallucinations

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

    Jul 17, 2026Maeve Hutchinson, Abderrahmane Wassim Mehdaoui, Pranava MadhyasthaSaliencyVisual Tokens

  40. Weakly-Supervised RGB-D Salient Object Detection via SAM-driven Pseudo Annotation and State Space Interaction-based Diffusion

    Jul 16, 2026Wenqi Si, Gongyang Li, Shixiang Shi +1SaliencyFeature Pyramid Networks

  41. MeloBottleneck: Self-Supervised Melody Skeleton Extraction with a Latent Subsequence Bottleneck

    Jul 11, 2026Fan Bu, Rongfeng Li, Linfeng FanSkeletonizationSelf-Supervised Learning

  42. Adaptive Model Compression (AMC): Saliency-Driven Resource Allocation for Ultra-Low-Power Transformer Inference

    Jul 11, 2026Jiayin Hu, Kai Yuan, Vanessa Hu +3Resource-Constrained DevicesConvolutional Neural Network Compression

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

    Jul 10, 2026Can Mizrakli, Tolga K. CapinSaliencyMultiple Vision Tasks

  44. Super-Tuning: From Activation-Aware Pruning to Sparse Fine-Tuning

    Jul 10, 2026Ivan Ilin, Philip Zmushko, Peter RichtárikParameter-Efficient Fine-Tuning MethodsMagnitude-Based Pruning

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

    Jul 10, 2026Magdalena Trędowicz, Łukasz Struski, Arkadiusz Lewicki +4SaliencyPixels

  46. Event Stream based Multi-Modal Video Anomaly Detection: A Benchmark Dataset and Algorithms

    Jul 10, 2026Peipei Zhu, Yueqing Niu, Lin Zhu +3Video Anomaly DetectionAnomaly Detection

  47. `Attention-Guided Cross-Temporal Clustering for Self-Supervised Video Object Segmentation

    Jul 8, 2026Waqas Arshid, Mohammad Awrangjeb, Alan Wee-Chung Liew +1Video Object SegmentationSelf-Supervised Learning

  48. GaussFusion: Towards Multimodal 3D Gaussian Pretraining

    Jul 7, 2026Zhixuan You, Jihua Zhu, Yiding Sun +53D GaussianMultimodal Pretraining

  49. IPDiff: Diffusion-driven ORSI Salient Object Detection with Information Reconstruction and Multi-Prior Guidance

    Jul 4, 2026Gongyang Li, Zhen Bai, Runmin Cong +3SaliencyRemote Sensing

  50. Post-Training Pruning for Diffusion Transformers

    Jul 1, 2026Chengzhi Hu, Xuewen Liu, Jing Zhang +3Diffusion TransformersDataset Distillation

  51. FinPersona-Bench: A Benchmark for Longitudinal Psychometric Stability of Autonomous Financial Agents

    Jun 30, 2026Muhammad Usman Safder, Ayesha Gull, Rania Elbadry +7Saliency

  52. Partition-Guided Distance Saliency: Bridging Decision and Objective Spaces in Many-Objective Optimization

    Jun 29, 2026Cláudio Lúcio do Val Lopes, Flávio Vinícius Cruzeiro Martins, Elizabeth Fialho WannerMulti-Objective OptimizationSaliency

  53. Uncovering Salience-Driven Dynamics in Consumer Confidence with Generative Social Simulation

    Jun 29, 2026Yixu Huang, Yunlu Yin, Jiayu Lin +6Online Shoppers Purchasing IntentionMulti-Agent Simulations

  54. SADL: What to Ignore? A Benchmark for Subject-Aware Distractor Localization

    Jun 29, 2026Cao-Tri Nguyen, Nguyen-Khoa Luong, Vinh-Tiep Nguyen +1DistractorSaliency

  55. See & Sniff: Learning Visuo-Olfactory Representations

    Jun 25, 2026Seongyu Kim, Seungwoo Lee, Hyeonggon Ryu +2Olfactory NavigationCross-Modal

  56. Focusing on What Matters: Saliency-Harnessing Accurate Routing for Diffusion MoE

    Jun 25, 2026Haoyou Deng, Keyu Yan, Chaojie Mao +4Saliency

  57. S^{2}-FracMix: Label-Preserving Self-Saliency Mixup Augmentation

    Jun 24, 2026Khawar Islam, Arif Mahmood, Xin Jin +1Data AugmentationMix

  58. TSD: A Physics-Inspired Trajectory Saliency Detector for Efficient Imitation Learning

    Jun 22, 2026Yiming Zhao, Gongrui Ma, Qingkai Li +1Imitation LearningRobot Trajectories

  59. Rethinking the Adaptation of Vision Foundation Models for Efficient Cell Segmentation

    Jun 20, 2026Qing Xu, Xiangjian He, Wenting Duan +2Recent Vision Foundation ModelsVision Foundation Models

  60. SketchXplain: Intuitive Visual Explanations of Image Classifiers with Sketches

    Jun 16, 2026Wencan Zhang, Mario Michelessa, Xuejun Zhao +1XaiSketches