Convolutional Neural Networks

Also known as CNN

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Latest papers 399

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. Advanced Tumor Segmentation in PET/CT Imaging: A Training Strategy Study with nnU-Net for AutoPET III

    May 4, 2026Hussain AlasmawiPET/CT ImagingMedical Image Segmentation

    Mohamed bin Zayed University of Artificial Intelligence

  2. 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

  3. Misclassification Rate and Privacy-Utility Trade-offs in Graph Convolutional Networks via Subsampling Stability

    May 3, 2026Yexin Zhang, Zhongtian Ma, Qiaosheng Zhang +1Algorithmic StabilityPrivacy-Preserving ML

    School of Cybersecurity, Northwestern Polytechnical University, Xi’an, China · Shanghai Artificial Intelligence Laboratory, Shanghai, China · Shanghai Innovation Institute, Shanghai, China

  4. 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

  5. Sparse Representation Learning for Vessels

    May 2, 2026Chinmay Prabhakar, Bastian Wittmann, Paul Büschl +3Variational Autoencoders3D Medical Imaging

    Department of Quantitative Biomedicine, University of Zurich, Switzerland · ETH AI Center, ETH Zurich, Switzerland · Department of Diagnostic Radiology, National University of Singapore, Singapore

  6. Developing a Strong Pre-Trained Base Model for Plant Leaf Disease Classification

    May 2, 2026David J. RichterPlant Disease ClassificationTransfer Learning

    Department of Artificial Intelligence Convergence Graduate School, Chonnam National University

  7. Parameter-Efficient Architectural Modifications for Translation-Invariant CNNs

    Apr 30, 2026Nuria Alabau-Bosque, Jorge Vila-Tomas, Paula Dauden-Oliver +2Neural Network RobustnessConvolutional Neural Networks

    Image Processing Lab, Universitat de València, Carrer del Catedr´atic Jos´e Beltr´an Martinez, Paterna, 46980, Spain.

  8. Robust Lightweight Crack Classification for Real-Time UAV Bridge Inspection

    Apr 30, 2026Wei Li, Haisheng Li, Weijie Li +3Convolutional Neural NetworksLightweight CNNs

    Bay Area Super Bridge Maintenance Technology Center, Guangdong Provincial Highway Construction Co., Ltd., Guangdong, China · Guangdong AIHISUN Technology Co., Ltd., Guangdong, China

  9. Adjoint Inversion Reveals Holographic Superposition and Destructive Interference in CNN Classifiers

    Apr 30, 2026Kaixiang ShuFeature SuperpositionNeural Network Interpretability

    Independent Researcher · Chongqing, China

  10. Remaining Useful Life Estimation for Turbofan Engines: A Comparative Study of Classical, CNN, and LSTM Approaches

    Apr 29, 2026Astitva Goel, Samarth Galchar, Sumit KanuRUL EstimationPredictive Maintenance

    Khoury College of Computer Science, Northeastern University

  11. A Multi-Dataset Benchmark of Multiple Instance Learning for 3D Neuroimage Classification

    Apr 29, 2026Ethan Harvey, Dennis Johan Loevlie, Amir Ali Satani +33D ViTsConvolutional Neural Networks

    Department of Computer Science, Tufts University, Medford, MA, USA · Predictive Analytics and Comparative Effectiveness Center, Tufts Medical Center, Boston, MA, USA · Department of Research and Evaluation, Kaiser Permanente Southern California, Pasadena, CA, USA

  12. MTCurv: Deep learning for direct microtubule curvature mapping in noisy fluorescence microscopy images

    Apr 29, 2026Achraf Ait Laydi, Sidi Mohamed Sid'El Moctar, Yousef El Mourabit +1Convolutional Neural NetworksMicroscopy Image Analysis

    TIAD Laboratory, Sciences and Technology Faculty, Sultan Moulay Slimane Univ., Beni Mellal, Morocco. · CNRS, Univ. Rennes, IGDR (Institut de Génétique et Développement de Rennes), UMR6290, 35000 Rennes, France

  13. Evaluation of Convolutional and Transformer-Based Detectors for Weed Detection in Tomato Plantations

    Apr 29, 2026Alcides Toledo Espinosa, Gerardo Antonio Álvarez Hernández, Ángel Eduardo Zamora-Suárez +2Agricultural Image AnalysisWeed Detection

    Instituto Politécnico Nacional · CIDETEC-IPN · Mexico City, Mexico +1

  14. MixerCA: An Efficient and Accurate Model for High-Performance Hyperspectral Image Classification

    Apr 28, 2026Mohammed Q. Alkhatib, Ali JamaliHyperspectral ImagingEfficient Attention

    aCollege of Engineering and IT, University of Dubai, Dubai, 14143, UAE · bDepartment of Geography, Simon Fraser University, 8888 University Dr, Burnaby, BC V5A 1S6, Canada

  15. A Light Weight Multi-Features-View Convolution Neural Network For Plant Disease Identification

    Apr 28, 2026Muhammad Kaleem Ullah KhanEfficient Neural Network InferencePlant Disease Classification

    COMSATS University Islamabad, Pakistan

  16. PPG-Based Affect Recognition with Long-Range Deep Models: A Measurement-Driven Comparison of CNN, Transformer, and Mamba Architectures

    Apr 28, 2026Karim Alghoul, Hussein Al Osman, Abdulmotaleb El SaddikSelective SSMsRecurrent Neural Networks

    School of Electrical Engineering and Computer Science University of Ottawa Ottawa, Canada

  17. Towards interpretable AI with quantum annealing feature selection

    Apr 28, 2026Francesco Aldo Venturelli, Emanuele Costa, Sikha O K +3Quantum AnnealingNeural Network Interpretability

    1BCN Medtech, Universitat Pompeu Fabra, Barcelona, Spain · 2Barcelona Supercomputing Center (BSC) · 3Departament de F´ısica Qu`antica i Astrof´ısica, Facultat de F´ısica, Universitat de Barcelona, E-08028 Barcelona, Spain +2

  18. 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

  19. When Less Is More: Simplicity Beats Complexity for Physics-Constrained InSAR Phase Unwrapping

    Apr 28, 2026Prabhjot Singh, Manmeet SinghU-NetRemote Sensing

    The University of Texas at Austin, USA · RediMinds Inc., USA · Western Kentucky University, USA

  20. A Functorial Formulation of Neighborhood Aggregating Deep Learning

    Apr 27, 2026Sun Woo Park, Yun Young Choi, U Jin Choi +1Message Passing Neural NetworksConvolutional Neural Networks

  21. DYMAPIA: A Multi-Domain Framework for Detecting AI-based Video Manipulation

    Apr 27, 2026Md Shohel Rana, Andrew H. SungDigital Image ForensicsDeepfake Detection

    School of Computing Georgia Southern University Statesboro, GA 30460, USA · School of Computing Sciences & Computer Engineering The University of Southern Mississippi Hattiesburg, MS 39406, USA

  22. Graph-augmented Segmentation of Complex Shapes in Laser Powder bed Fusion for Enhanced In Situ Inspection

    Apr 27, 2026Stefano Raimondo, Matteo Bugatti, Marco GrassoGraph Neural NetworksU-Net

    Department of Mechanical Engineering, Politecnico di Milano, Milan, Italy · Department of Mechanical Engineering, Politecnico di Milano, Via La Masa 1, 20156 Milan, Italy

  23. 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

  24. Keyword spotting using convolutional neural network for speech recognition in Hindi

    Apr 26, 2026Saru Bharti, Pushparaj Mani PathakKeyword SpottingSpeech Processing

    iHub DivyaSampark Indian Institute of Technology, Roorkee Roorkee, India · Mechanical and Industrial Engineering Department Indian Institute of Technology, Roorkee Roorkee, India

  25. Empirical Ablation and Ensemble Optimization of a Convolutional Neural Network for CIFAR-10 Classification

    Apr 26, 2026Naser Khatti DizabadiNeural Network OptimizationConvolutional Neural Networks

    Department of Electrical and Computer Engineering, The University of Tulsa, 800 S. Tucker Drive, Tulsa, 74104, OK, USA

  26. 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.

  27. Learn&Drop: Fast Learning of CNNs based on Layer Dropping

    Apr 25, 2026Giorgio Cruciata, Luca Cruciata, Liliana Lo Presti +2Deep Learning OptimizationConvolutional Neural Networks

    Engineering Department, University of Palermo, V.le delle Scienze, Ed. 6, Palermo, 90128, Italy. · Computer Vision Lab, Delft University of Technology, Van Mourik Broekmanweg 6,2026 Delft, 2628 XE, The Netherlands.

  28. Hierarchical Spatio-Channel Clustering for Efficient Model Compression in Medical Image Analysis

    Apr 25, 2026Sisipho Hamlomo, Marcellin Atemkeng, Habte Tadesse Likassa +5Low-Rank CompressionLow-Rank Approximation

    Department of Mathematics, Rhodes University, Makhanda 6140, South Africa · Department of Statistics, Rhodes University, Makhanda 6140, South Africa · National Institute for Theoretical and Computational Sciences, Stellenbosch 7600, South Africa +8

  29. Physics-Informed Temporal U-Net for High-Fidelity Fluid Interpolation

    Apr 25, 2026Eshwar R. A., Nevin Mathew Thomas, Nehal G +1U-NetVideo Frame Interpolation

    Department of Computer Science Engineering, PES University - Electronic City Campus, Bangalore 560100, India.

  30. KAConvNet: Kolmogorov-Arnold Convolutional Networks for Vision Recognition

    Apr 25, 2026Zhaoxiang Liu, Zhicheng Ma, Kaikai Zhao +2Kolmogorov-Arnold NetworksConvolutional Neural Networks

    Unicom Data Intelligence, China Unicom, Beijing, China