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. Rethinking Implicit Spatial Representation in Visuomotor Policy Learning

    Jun 13, 2026Xiangyu Chen, Yuxuan Hu, Chuhao Zhou +1Visual Representation LearningVisuomotor Policy Learning

    MARS Lab, Nanyang Technological University

  2. Context-Guided Semantic Alignment for Feature Fusion Networks

    Jun 12, 2026Hyungseop Lee, Jiho Lee, Woochul KangMulti-Scale Feature FusionObject Detection

    Department of Embedded Systems Engineering, Incheon National University, Yeonsu-gu 22012, South Korea

  3. Adapting Prithvi-EO for Fallow Detection for Food-Water Nexus: ViT-Adapter Necks and Parameter-Efficient Backbone tuning of Geospatial Foundation Model

    Jun 10, 2026Sk Muhammad Asif, Orhun AydinRemote Sensing Image UnderstandingRemote Sensing Small Object Detection

    Earth, Atmospheric and Geospatial Science Saint Louis University Saint Louis, Missouri, USA

  4. Building Change Detection in Earthquake: A Multi-Scale Interaction Network and A Change Detection Dataset

    Jun 9, 2026Yunlong Liu, Zekai ZhangDisaster Damage AssessmentBuilding Damage Assessment

    School of Control Science and Engineering, Shandong University, Ji’nan 250061, China

  5. Loss-Guided Adaptive Scale Refinement for Molecular Force Prediction

    Jun 8, 2026Limin YuMachine Learning Interatomic PotentialsMulti-Scale Feature Fusion

    School of Medical Imaging, Division of Medical Technology, Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University, Tianjin 300203, China

  6. FMRFusion: Frequency-Aware Multi-View Representation Learning for Heterogeneous Image Fusion

    Jun 6, 2026Tao Zhoua, Yunlong Liu, Qinghui Chen +6Multi-Source Image FusionInfrared-Visible Image Fusion

    Control Science and Engineering, Shandong University, Jinan, 250061, China · Key Laboratory of Machine Intelligence and System Control, Ministry of Education, Jinan, 250061, China · School of Computer Science and Engineering, Macau University of Science and Technology, Macau, 999078, China +1

  7. Step-adaptive multimodal fusion network with multi-scale cloud feature learning for ultra-short-term solar irradiance forecasting

    Jun 4, 2026Jingxin Zhang Xiaoqin WangTime Series ForecastingMulti-Scale Feature Fusion

    School of Automation, Southeast University, Nanjing, 210096, China

  8. Multi-Scale Feature Attention Network for Polymer Classification Using Terahertz Spectroscopy

    Jun 4, 2026Roshni Mahtani, Ilán Carretero, Laura Monroy +3Multi-Scale Feature FusionMaterials Science

    Instituto Universitario de Investigaci´on e Innovaci´on en Tecnolog´ıa Centarada en el Ser Humano, HumanTech, Universitat Polit`ecnica de Val`encia, Valencia, Spain · Department of Electronic Technology, Universidad Carlos III de Madrid, Legan´es, Spain · Artikode Intelligence S.L., Valencia, Spain

  9. Cross-Modality Feature Fusion Based on Structured State Space Duality for Multimodal Image Registration Network

    Jun 2, 2026Zhikang Li, Yan Wu, Xin Hu +2Multi-Scale Feature FusionCross-Modal Feature Matching

    Remote Sensing Image Processing and Fusion Group, School of Electronic Engineering, Xidian University, Xi’an 710071, China · National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an 710071, China

  10. Contrastive Augmented Transformer with Domain-specific Enhancement for Robust Multi-scenario Metal Surface Defect Detection

    Jun 1, 2026Yiyao Liu, Wenxiao He, Liyuan Ren +1Contrastive LearningData Augmentation

    Glasgow College, University of Electronic Science and Technology of China, Chengdu, 611731, China · Institute of Applied Physics and Computational Mathematics, Beijing, China · Department of Industrial Engineering, Tsinghua University, Beijing, China

  11. AMN: An Adaptive Multi-Scale Fusion Network with Boundary and Uncertainty Modeling for Nuclei Segmentation

    May 31, 2026Spoorthi M, Suja PalaniswamyHistopathology Image SegmentationHybrid CNN-Transformer Architectures

    Department of Computer Science & Engineering, Amrita School of Computing, Bengaluru, Amrita Vishwa Vidyapeetham, India

  12. Robust Contrastive Graph Clustering with Adaptive Local-Global Integration

    May 27, 2026Lei Zhang, Fubo Sun, Haipeng Yang +2Graph Representation LearningMulti-Scale Feature Fusion

    School of Computer Science and Technology, Anhui University · College of Management and Economics, Tianjin University

  13. Frequency-Guided Fusion For RGB-Thermal Semantic Segmentation

    May 25, 2026İsmail Emre Canıtez, Özgür ErkentMulti-Source Image FusionMulti-Scale Feature Fusion

    Hacettepe University

  14. SFR-Net: Learning Scale-Frustum Representations for Ultra-Wide Area Remote Sensing Image Segmentation

    May 25, 2026Chuyu Zhong, Keyan Chen, Qinzhe Yang +3Remote Sensing Image SegmentationMulti-Scale Feature Fusion

    Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, Beijing 100191, China · Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing 100191, China · College of Computing and Data Science, Nanyang Technological University, Singapore +1

  15. MambaDSF: Multi-Scale SSM with Dilated Feature Fusion for Sonar Small Target Detection

    May 24, 2026Hui Lin, Jiayi Li, Jing Wang +1Underwater ImagingSmall Object Detection

    School of Information Science and Engineering, Ocean University of China, Qingdao 266100, China · School of Information and Communication Technology, Griffith University, Nathan, QLD 4111, Australia

  16. WLNO: Wavelet-Laplace Neural Operator for Solving Partial Differential Equations

    May 23, 2026Muhammad Abid, Arth Sojitra, Omer SanPDE SolvingMulti-Scale Feature Fusion

    Department of Mechanical and Aerospace Engineering, University of Tennessee, Knoxville Knoxville, TN 37996, USA.

  17. Gaze into the Details: Locality-Sensitive Enhancement for OCTA Retinal Vessel Segmentation

    May 20, 2026Tuopusen Huang, Ding Ma, Xiangqian WuMedical ImagingRetinal Vessel Segmentation

    Faculty of Computing Harbin Institute of Technology Harbin, China

  18. WoundFormer: Multi-Scale Spatial Feature Fusion for Multi-Class Wound Tissue Segmentation

    May 19, 2026Muhammad Ashad Kabir, Rabin DulalMulti-Scale Feature FusionMedical Image Segmentation

    School of Computing, Mathematics and Engineering, Charles Sturt University, NSW, Australia

  19. scHelix: Asymmetric Dual-Stream Integration via Explicit Gene-Level Disentanglement

    May 18, 2026Xichen Yan, Zelin Zang, Changxi Chi +8Representation DisentanglementMulti-Scale Feature Fusion

    Jinan University · Westlake University · HKISI +1

  20. EchoSR: Efficient Context Harnessing for Lightweight Image Super-Resolution

    May 17, 2026Hanli Zhao, Binhao Wang, Shihao Zhao +3Multi-Scale Feature FusionImage Super-Resolution

    College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou 325000, China · vivo BlueImage Lab, vivo Mobile Communication Co., Ltd, Shanghai 200100, China · College of Engineering and Computer Science, Australian National University, Canberra, Australia +1

  21. Axial-Relation Guided Fusion State Space Model for Optical-Elevation Sensing Image Segmentation

    May 16, 2026Feng Gao, Zhilin Jin, Yanhai Gan +2Image SegmentationRemote Sensing Image Segmentation

    State Key Laboratory of Physical Oceanography, Ocean University of China, Qingdao 266100, China · Department of Electrical and Computer Engineering, Mississippi State University, Starkville, MS 39762 USA

  22. Quantum Feature Pyramid Gating for Seismic Image Segmentation

    May 14, 2026Taha Gharaibeh, Jyotsna SharmaImage SegmentationHybrid Quantum-Classical ML

    Louisiana State University Baton Rouge, Louisiana, USA

  23. MambaPanoptic: A Vision Mamba-based Structured State Space Framework for Panoptic Segmentation

    May 12, 2026Qing Cheng, Damiano Bertolini, Wei Zhang +3Image SegmentationPanoptic Segmentation

    Technical University of Munich · Munich Center for Machine Learning (MCML) · Polytechnic University of Milan +3

  24. M3Net: A Macro-to-Meso-to-Micro Clinical-inspired Hierarchical 3D Network for Pulmonary Nodule Classification

    May 12, 2026Jinyue Li, Yuzhou Yu, Jingjing Yang +73D Medical ImagingHierarchical Representation Learning

    Hefei Cancer Hospital of CAS, Institute of Health and Medical Technology, Hefei Institutes of Physical Science, Chinese Academy of Sciences, Hefei, 230031, PR China · University of Science and Technology of China, Hefei, 230026, PR China · Graduate School, Bengbu Medical College, Bengbu, 233030, PR China +4

  25. Dual-Scale Temporal Fusion Reveals Structured Predictability in Subseasonal-to-Seasonal Temperature Prediction

    May 7, 2026Elnaz Bashir, Jiali Wang, Lin YanTime Series ForecastingMulti-Scale Feature Fusion

    Department of Computer Science, Iowa State University, Ames, IA 50011, USA · Environmental Science Division, Argonne National Laboratory, Lemont, IL 60439, USA

  26. Deep Wave Network for Modeling Multi-Scale Physical Dynamics

    May 5, 2026Alexander I. Khrabry, Edward A. Startsev, Andrew T. Powis +1U-NetMulti-Scale Feature Fusion

    Princeton University, Princeton, New Jersey 08544, USA · FusionSoft LLC, Lawrenceville, New Jersey 08648, USA · Princeton Plasma Physics Laboratory, Princeton, New Jersey 08540, USA

  27. Laplacian Frequency Interaction Network for Rural Thematic Road Extraction

    May 4, 2026Baiyan Chen, Weixin ZhaiMulti-Scale Feature Fusion

    College of Information and Electrical Engineering China Agricultural University Beijing, China

  28. MSMixer: Learned Multi-Scale Temporal Mixing with Complementary Linear Shortcut for Long-Term Time Series Forecasting

    May 4, 2026Ahmed CherifLong-Term Time Series ForecastingMultilayer Perceptrons

    Independent Researcher, Tunis, Tunisia

  29. M\textsuperscript{4}Fuse: Lightweight State-Space MoE with a Cross-Scale Gating Bridge for Brain Tumor Segmentation

    May 4, 2026Meihua Zhou, Xinyu Tong, Li YangImage SegmentationMulti-Scale Feature Fusion

    University of Chinese Academy of Sciences · 2Wannan Medical University

  30. RAFNet: Region-Aware Fusion Network for Pansharpening

    May 4, 2026Jianing Zhang, Zijian Zhou, Kai SunDynamic ConvolutionFrequency-Domain Feature Learning

    College of Artificial Intelligence, Xi’an Jiaotong University, Xi’an 710049, China · School of Mathematics and Statistics, Xi’an Jiaotong University, Xi’an 710049, China

  31. 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

  32. 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

  33. 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

  34. 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

  35. 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

  36. 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

  37. 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

  38. 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.

  39. 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

  40. 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

  41. 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

  42. 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

  43. 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

  44. 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

  45. 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

  46. 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

  47. 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

  48. 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

  49. 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

  50. 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.

  51. 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

  52. 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

  53. 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

  54. 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

  55. 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

  56. 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

  57. 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

  58. 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

  59. 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