Convolutional Neural Networks

Also known as CNN

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Latest papers 397

39 papers in the last four weeks, up 26% on the four weeks before. 0.2% of all new papers.

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  1. Selective Depthwise Separable Convolution for Lightweight Joint Source-Channel Coding in Wireless Image Transmission

    Apr 24, 2026Ming Ye, Kui Cai, Cunhua Pan +3Wireless CommunicationsConvolutional Neural Networks

    Singapore University of Technology and Design, Singapore 487372 · National Mobile Communications Research Laboratory, Southeast University, Nanjing 210096, China · School of Electronic and Optical Engineering, Nanjing University of Science and Technology, Nanjing 210094, China

  2. Protect the Brain When Treating the Heart: A Convolutional Neural Network for Detecting Emboli

    Apr 24, 2026Andrea Angino, Ken Trotti, Diego Ulisse Pizzagalli +3Ultrasound Image SegmentationImage Segmentation

    Universit`a della Svizzera Italiana (USI), Center for Computational Medicine in Cardiology (CCMC) · Unidistance Suisse · King Abdullah University of Science and Technology (KAUST), AMCS/CEMSE Division +2

  3. Vision-Based Lane Following and Traffic Sign Recognition for Resource-Constrained Autonomous Vehicles

    Apr 23, 2026Md Tanjemul Islam, Md Rafiul KabirVisual NavigationAutonomous Driving Perception

    Central Michigan University, Mount Pleasant, MI, USA

  4. Dilated CNNs for Periodic Signal Processing: A Low-Complexity Approach

    Apr 23, 2026Eli Gildish, Michael Grebshtein, Igor MakienkoEnergy-Efficient MLConvolutional Neural Networks

    RSL Electronics LTD, Migdal Ha'Emek, 23100, Israel

  5. A Deep U-Net Framework for Flood Hazard Mapping Using Hydraulic Simulations of the Wupper Catchment

    Apr 22, 2026Christian Lammers, Fernando Arévalo, Leonie Märker-Neuhaus +3Neural Surrogate ModelingU-Net

    Institute for Computing and Information Sciences Radboud University Nijmegen, Netherlands · Wupper Association (Wupperverband) Wuppertal, Germany

  6. Attention-Augmented YOLOv8 with Ghost Convolution for Real-Time Vehicle Detection in Intelligent Transportation Systems

    Apr 22, 2026Syed Sajid Ullah, Muhammad Zunair Zamir, Ahsan Ishfaq +1Intelligent Transportation SystemsObject Detection

    School of Energy and Electrical Engineering, Chang’an University, Xi’an, China · School of Information Engineering, Chang’an University, Xi’an, China

  7. ZC-Swish: Stabilizing Deep BN-Free Networks for Edge and Micro-Batch Applications

    Apr 21, 2026Suvinava BasakConvolutional Neural NetworksNeural Network Training Dynamics

    TU Braunschweig, Universitätspl. 2, 38106 Braunschweig, Germany

  8. EfficientPENet: Real-Time Depth Completion from Sparse LiDAR via Lightweight Multi-Modal Fusion

    Apr 20, 2026Johny J. Lopez, Md Meftahul Ferdaus, Mahdi Abdelguerfi +4Efficient Neural Network InferenceDepth Estimation

    Canizaro Livingston Gulf States Center for Environmental Informatics, the University of New Orleans, New Orleans, USA · US Army Corps of Engineers, Engineer Research and Development Center, Vicksburg, Mississippi, USA

  9. Style-Based Neural Architectures for Real-Time Weather Classification

    Apr 20, 2026Hamed Ouattara, Pascal Houssam Salmane, Pierre Duthon +2Convolutional Neural NetworksImage Classification

    Cerema, Intelligent Transportation Systems Research Team, France · Institut Pascal, France

  10. Towards Intelligent Legal Document Analysis: CNN-Driven Classification of Case Law Texts

    Apr 20, 2026Moinul Hossain, Sourav Rabi Das, Zikrul Shariar Ayon +4Text ClassificationLegal Document Analysis

    Department of Computer Science and Engineering, American International University–Bangladesh, Dhaka 1229, Bangladesh · Department of Computer Science and Engineering, Prime University, Dhaka, Bangladesh · Department of Mechanical Engineering, Shajalal University of Science and Technology, Sylhet, Bangladesh +2

  11. Evolutionary fine tuning of quantized convolution-based deep learning models

    Apr 19, 2026Marcin PietrońFine-TuningConvolutional Neural Networks

    AGH University Kraków, Poland

  12. Attention Is not Everything: Efficient Alternatives for Vision

    Apr 19, 2026Nur Mohammad Kazi, Ibteshum Khaled, Md. Luthful Hasan Galib +2Visual SSMsConvolutional Neural Networks

    Ahsanullah University of Science and Technology Dhaka, Bangladesh

  13. Untrained CNNs Match Backpropagation at V1: A Systematic RSA Comparison of Four Learning Rules Against Human fMRI

    Apr 18, 2026Nils LeuteneggerBackpropagationVisual Neuroscience

    Independent Researcher, Switzerland

  14. Appearance-free Action Recognition: Zero-shot Generalization in Humans and a Two-Pathway Model

    Apr 17, 2026Prerana Kumar, Martin A. GieseZero-Shot LearningVideo Action Recognition

    Hertie Institute, University of Tuebingen · IMPRS-IS · Hertie Institute, University of Tübingen

  15. Multilevel neural networks with dual-stage feature fusion for human activity recognition

    Apr 17, 2026Abeer FathAllah Brery, Ascensión Gallardo-Antolín, Israel Gonzalez-Carrasco +1Human Activity RecognitionRecurrent Neural Networks

  16. ECG-Lens: Benchmarking ML & DL Models on PTB-XL Dataset

    Apr 17, 2026Saloni Garg, Ukant Jadia, Amit Sagtani +1Electrocardiogram ClassificationConvolutional Neural Networks

    Sir Padampat Singhania University Udaipur, Rajasthan, India · The LNM Institute of Information Technology, Jaipur, India

  17. KVNN: Learnable Multi-Kernel Volterra Neural Networks

    Apr 16, 2026Haoyu Yun, Hamid Krim, Yufang BaoEfficient Neural Network InferenceKernel Methods

    Department of Electrical and Computer Engineering, North Carolina State University, Raleigh, NC, USA · Department of Mathematics and Computer Science, Fayetteville State University, Fayetteville, NC, USA

  18. AI-Enabled Covert Channel Detection in RF Receiver Architectures

    Apr 16, 2026Abdelrahman Emad Abdelazim, Alan Rodrigo Diaz-Rizo, Hassan Aboushady +1CybersecurityConvolutional Neural Networks

    Sorbonne Universit´e, CNRS, LIP6, Paris, France

  19. MS-SSE-Net: A Multi-Scale Spatial Squeeze-and-Excitation Network for Structural Damage Detection in Civil and Geotechnical Engineering

    Apr 16, 2026Saif ur Rehman Khan, Imad Ahmed Waqar, Arooj Zaib +4Convolutional Neural NetworksStructural Health Monitoring

    Department of Computer Science, Rhineland-Palatinate Technical2026 University of Kaiserslautern-Landau, orgaddressKaiserslautern, 67663, Germany.Apr · 4BiogentX (biogentx.com, Renala Khurd, District Okara, Punjab, Pakistan. · 2German Research Center for Artificial Intelligence, Kaiserslautern, 67663, Germany. +2

  20. Chaotic CNN for Limited Data Image Classification

    Apr 16, 2026Anusree M, Akhila Henry, Pramod P NairNeural Network GeneralizationConvolutional Neural Networks

    1*Department of Mathematics, Amrita Vishwa Vidyapeetham, Amritapuri, India.

  21. Design and Behavior of Sparse Mixture-of-Experts Layers in CNN-based Semantic Segmentation

    Apr 15, 2026Svetlana Pavlitska, Haixi Fan, Konstantin Ditschuneit +1Sparse Mixture-of-ExpertsMixture-of-Experts Models

    FZI Research Center for Information Technology · Karlsruhe Institute of Technology (KIT)

  22. AI Powered Image Analysis for Phishing Detection

    Apr 15, 2026K. Acharya, S. Ale, R. KadelConvolutional Neural Networks

    Melbourne Institute of Technology School of IT and Engineering Melbourne, Australia · National Academy of Professional Studies School of IT Melbourne, Australia

  23. Rethinking Satellite Image Restoration for Onboard AI: A Lightweight Learning-Based Approach

    Apr 14, 2026Adrien Dorise, Marjorie Bellizzi, Omar HlimiImage RestorationConvolutional Neural Networks

    Institut de Recherche Technologique Saint Exup´ery, Toulouse, France · Centre national d’´etudes spatiales, Toulouse, France

  24. CBAM-Enhanced DenseNet121 for Multi-Class Chest X-Ray Classification with Grad-CAM Explainability

    Apr 14, 2026Utsho Kumar DeyChest X-Ray ClassificationConvolutional Neural Networks

    Department of Computer Science and Engineering, Northern University of Business and Technology Khulna, Bangladesh

  25. Lightweight Low-Light Image Enhancement via Distribution-Normalizing Preprocessing and Depthwise U-Net

    Apr 13, 2026Shimon Murai, Teppei Kurita, Ryuta Satoh +1Low-Light Image EnhancementConvolutional Neural Networks

    Sony Semiconductor Solutions Corporation

  26. Lung Cancer Detection Using Deep Learning

    Apr 12, 2026Imama Ajmi, Abhishek DasMedical Image AnalysisMedical Image Classification

    Department of Computer Sc. & Engg., B. P. Poddar Institute of Management and Technology, Kolkata, India · Department of Computer Sc. & Engineering, Aliah University, Kolkata, India

  27. Topology-Aware PAC-Bayesian Generalization Analysis for Graph Neural Networks

    Apr 12, 2026Xinping YiNeural Network GeneralizationPAC-Bayesian Generalization Bounds

    School of Information Science and Engineering, Southeast University, Nanjing, China

  28. Uncertainty Quantification in CNN Through the Bootstrap of Convex Neural Networks

    Apr 11, 2026Hongfei Du, Emre Barut, Fang JinUncertainty QuantificationConvolutional Neural Networks

    The George Washington University · Amazon.com, Inc.

  29. Revisiting the Scale Loss Function and Gaussian-Shape Convolution for Infrared Small Target Detection

    Apr 11, 2026Hao Li, Man Fung ZhuoInfrared Small Target DetectionInfrared Object Detection

    Department of Electrical and Computer Engineering, University of Arizona, Tucson, USA

  30. Benchmarking CNN- and Transformer-Based Models for Surgical Instrument Segmentation in Robotic-Assisted Surgery

    Apr 10, 2026Sara AmeliMedical Image SegmentationSemantic Segmentation