Multi-Scale Feature Fusion

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16 papers in the last four weeks, up 129% on the four weeks before. 0.2% of all new papers.

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  1. EAPFusion: Intrinsic Evolving Auxiliary Prior Guidance for Infrared and Visible Image Fusion

    May 3, 2026Zhenyu Sun, Luobin Zhang, Axi Niu +2Dynamic ConvolutionMulti-Source Image Fusion

    Northwestern Polytechnical University, Xi’an, China

  2. GMGaze: MoE-Based Context-Aware Gaze Estimation with CLIP and Multiscale Transformer

    May 1, 2026Xinyuan Zhao, Yihang Wu, Ahmad Chaddad +2Domain-Adversarial LearningGaze Estimation

    School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China · The Laboratory for Imagery, Vision and Artificial Intelligence, École de Technologie Supérieure, Montreal, Canada · Information Technology Department, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia +2

  3. Last-Layer-Centric Feature Recombination: Unleashing 3D Geometric Knowledge in DINOv3 for Monocular Depth Estimation

    Apr 29, 2026Gongshu Wang, Zhirui Wang, Kan YangMonocular Depth EstimationMulti-Scale Feature Fusion

    Aerospace Information Research Institute Chinese Academy of Sciences Beijing, China

  4. Image Classification via Random Dilated Convolution with Multi-Branch Feature Extraction and Context Excitation

    Apr 28, 2026Wentao Jiang, Yuanchan Xu, Heng YuanMulti-Scale Feature FusionConvolutional Neural Networks

    Sichuan University

  5. Dino-NestedUNet: Unlocking Foundation Vision Encoders for Pathology Tumor Bulk Segmentation via Dense Decoding

    Apr 27, 2026Tianyang Wang, Ziyu Su, Abdul Rehman Akbar +7Histopathology Image SegmentationU-Net

    Department of Pathology, College of Medicine, The Ohio State University Wexner Medical Center, Columbus, OH, USA · Department of Biomedical Engineering, The Ohio State University, Columbus, OH, USA

  6. IMPA-Net: Meteorology-Aware Multi-Scale Attention and Dynamic Loss for Extreme Convective Radar Nowcasting

    Apr 27, 2026Haofei Cui, Guangxin He, Juanzhen Sun +5Precipitation ForecastingMulti-Scale Feature Fusion

    Key Laboratory of Meteorological Disaster, Ministry of Education (KLME) / International Joint Research Laboratory on Climate and Environment Change (ILCEC) / Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters, Nanjing University of Information Science and Technology, Nanjing 210044, China. · Nanchang Meteorological Bureau, Nanchang 330000, China. · National Center for Atmospheric Research, Boulder, CO 80301, USA. +3

  7. Selective Attention-Based Network for Robust Infrared Small Target Detection

    Apr 27, 2026Yingming Zhang, Wuqi Su, Qing Xiao +1Infrared Small Target DetectionMulti-Scale Feature Fusion

    School of Software and Internet of Things Engineering, Zhejiang Gongshang University · School of Computer Science and Technology, Tiangong University

  8. VDLF-Net: Variational Feature Fusion for Adaptive and Few-Shot Visual Learning

    Apr 26, 2026Jiawei YanMulti-Scale Feature FusionConvolutional Neural Networks

    Department of Statistics, Shanghai Jiao Tong University, Shanghai, 200240, China.

  9. Layer Embedding Deep Fusion Graph Neural Network

    Apr 25, 2026Taihua Xu, Genhao Tian, Jicong Fan +3Graph Structure LearningGraph Neural Networks

    Jiangsu University of Science and Technology · The Chinese University of Hong Kong, Shenzhen · Chongqing University of Post and Telecommunications

  10. MLG-Stereo: ViT Based Stereo Matching with Multi-Stage Local-Global Enhancement

    Apr 22, 2026Haoyu Zhang, Jingyi Zhou, Peng Ye +4Vision TransformerMulti-Scale Feature Fusion

    Embedded Deep Learning and Visual Analysis Laboratory, College of Future Information Technology, Fudan University, Shanghai 200433, China · Embedded Deep Learning and Visual Analysis Laboratory, College of Future Information Technology, Fudan University, Shanghai 200433, China, and also with Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China, and also with the Chinese University of Hong Kong, Hong Kong · Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China +2

  11. MambaLiteUNet: Cross-Gated Adaptive Feature Fusion for Robust Skin Lesion Segmentation

    Apr 22, 2026Md Maklachur Rahman, Soon Ki Jung, Tracy HammondMambaMulti-Scale Feature Fusion

    Texas A&M University, College Station, TX, USA · Kyungpook National University, Daegu, South Korea

  12. MSDS: Deep Structural Similarity with Multiscale Representation

    Apr 21, 2026Danling Kang, Xue-Hua Chen, Bin Liu +3Multi-Scale Feature FusionImage Quality Assessment

    Fujian Key Lab for Intelligent Processing and Wireless Communication of Media Information, College of Physics and Information Engineering, Fuzhou University, Fuzhou 350108, China · School of Computing and Information Science, Fuzhou Institute of Technology, Fuzhou 350506, China · School of Electronic Engineering, Fuzhou Inistitute of Technology, Fuzhou 350506, China +1

  13. Multi-Level Temporal Graph Networks with Local-Global Fusion for Industrial Fault Diagnosis

    Apr 20, 2026Bibek Aryal, Gift Modekwe, Qiugang LuTemporal GNNsMulti-Scale Feature Fusion

    Department of Chemical Engineering, Texas Tech University, Lubbock, TX 79409, USA

  14. Robust Diabetic Retinopathy Grading Using Dual-Resolution Attention-Based Deep Learning with Ordinal Regression

    Apr 19, 2026Afshan HashmiDiabetic Retinopathy GradingMulti-Scale Feature Fusion

    Tuwaiq Academy, Tuwaiq Research and Development Centre, Riyadh, Saudi Arabia

  15. CAM3DNet: Comprehensively mining the multi-scale features for 3D Object Detection with Multi-View Cameras

    Apr 18, 2026Mingxi Pang, Dingheng Wang, Zekun Li +4Multi-Scale Feature FusionMulti-View 3D Object Detection

    College of Intelligent Science and Technology, National University of Defense Technology, Changsha, 410073, China · Northwest Institute of Mechanical & Electrical Engineering, Xianyang, 712099, China. · School of Aerospace Engineering, Xi’an Jiaotong University, Xi’an, 710049, China

  16. LOD-Net: Locality-Aware 3D Object Detection Using Multi-Scale Transformer Network

    Apr 17, 2026Mustaqeem Khan, Aidana Nurakhmetova, Wail Gueaieb +13D ViTsPoint Cloud Learning

    College of Information Technology-United Arab Emirates University (UAEU), Al Ain, UAE · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE · School of Elec. Eng. & Comp. Sc., University of Ottawa, Ottawa, ON, Canada

  17. FSDETR: Frequency-Spatial Feature Enhancement for Small Object Detection

    Apr 16, 2026Jianchao Huang, Fengming Zhang, Haibo Zhu +1Frequency-Domain Feature LearningSmall Object Detection

    School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, China

  18. CollabOD: Collaborative Multi-Backbone with Cross-scale Vision for UAV Small Object Detection

    Mar 6, 2026Xuecheng Bai, Yuxiang Wang, Chuanzhi Xu +3Remote Sensing Small Object DetectionSmall Object Detection

    Aviation Traffic Control Technology (SHENZHEN) Co., Ltd., Shenzhen, China · The University of Sydney, NSW, Australia · Research Institute of Traffic Control Technology Co., Ltd., Beijing, China +1

  19. SEMixer: Semantics Enhanced MLP-Mixer for Multiscale Mixing and Long-term Time Series Forecasting

    Feb 18, 2026Xu Zhang, Qitong Wang, Peng Wang +1Long-Term Time Series ForecastingMulti-Scale Feature Fusion

    Shanghai Key Laboratory of Data Science, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, China · Harvard University, Cambridge, Massachusetts, United States

  20. FGAA-FPN: Foreground-Guided Angle-Aware Feature Pyramid Network for Oriented Object Detection

    Feb 11, 2026Jialin MaMulti-Scale Feature FusionObject Detection

    International school of BUPT, Beijing University Of Posts And Telecommunications, Beijing,China.

  21. Multi-encoder ConvNeXt Network with Smooth Attentional Feature Fusion for Multispectral Semantic Segmentation

    Feb 8, 2026Leo Thomas Ramos, Angel D. SappaSemantic SegmentationRemote Sensing Image Segmentation

    Computer Vision Center, Universitat Autònoma de Barcelona, Barcelona, 08193, Spain · ESPOL Polytechnic University, Guayaquil, 090112, Ecuador

  22. MSRNet: A Multi-Scale Recursive Network for Camouflaged Object Detection

    Nov 16, 2025Leena Alghamdi, Muhammad Usman, Hafeez Anwar +2Multi-Scale Feature FusionIterative Refinement

    King Fahd University of Petroleum and Minerals, KSA · Ontario Tech University, Canada · National University of Computer and Emerging Sciences, Pakistan +2

  23. DWFF-Net: A Multi-Scale Farmland System Habitat Identification Method with Adaptive Dynamic Weight Feature Fusion

    Nov 11, 2025Kesong Zheng, Zhi Song, Peizhou Li +4Agricultural Image AnalysisMulti-Scale Feature Fusion

    National Engineering Research Center of Geographic Information System, China University of Geosciences, Wuhan, China · College of Science, Shenyang Agricultural University, Liaoning, China · College of Engineering, Shenyang Agricultural University, Liaoning, China +2

  24. DMSC: Dynamic Multi-Scale Coordination Framework for Time Series Forecasting

    Aug 3, 2025Haonan Yang, Jianchao Tang, Zhuo Li +1Time Series ForecastingMulti-Scale Feature Fusion

    National University of Defense Technology, Changsha, Hunan, China

  25. MGDFIS: Multi-scale Global-detail Feature Integration Strategy for Small Object Detection

    Jun 15, 2025Yuxiang Wang, Xuecheng Bai, Chuanzhi Xu +2Remote Sensing Small Object DetectionSmall Object Detection

    School of Computer Science, The University of Sydney, Sydney, Australia · 2Aviation Traffic Control Technology (SHENZHEN) Co., Ltd., Shenzhen, China

  26. SMDDFNet: State-space Modeling and Dynamic Dual Fusion Network for Traffic Sign Detection

    May 2, 2025TianYi Yu, DaJian Zhong, Lilin WangSmall Object DetectionMulti-Scale Feature Fusion

    Collage of Infomation Engineering, Shanghai Maritime University, Shanghai, 201306, China

  27. MSA-UNet3+: Multi-Scale Attention UNet3+ with New Supervised Prototypical Contrastive Loss for Coronary DSA Image Segmentation

    Apr 7, 2025Rayan Merghani Ahmed, Adnan Iltaf, Mohamed Elmanna +5Contrastive LearningMedical Imaging

    Shenzhen Institutes of Advanced Technology (SIAT), Chinese Academy of Sciences (CAS), Shenzhen, 518055, China · University of Chinese Academy of Sciences (UCAS), Beijing, 101408, China · Department of Biomedical Engineering and Systems, Faculty of Engineering, Cairo University, Cairo, 12613, Egypt +2

  28. CrossFusion: A Multi-Scale Cross-Attention Convolutional Fusion Model for Cancer Survival Prediction

    Mar 3, 2025Rustin Soraki, Huayu Wang, Sitong Liu +2Computational PathologyCancer Survival Prediction

    University of Washington, Seattle, WA · University of California, Los Angeles, CA

  29. Cascaded Multi-Scale Attention for Enhanced Multi-Scale Feature Extraction and Interaction with Low-Resolution Images

    Dec 3, 2024Xiangyong Lu, Masanori Suganuma, Takayuki OkataniHybrid CNN-Transformer ArchitecturesObject Pose Estimation

    Graduate School of Information Sciences, Tohoku University. · RIKEN Center for AIP