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. Lesion Segmentation in Moderate to Severe Traumatic Brain Injury: An nnU-Net Based Approach with Adaptive Normalization in the AIMS-TBI 2025 Challenge

    Jul 14, 2026Inhwa Son, Gaeun Lee, Sohyeon Sim +1Medical Image SegmentationConvolutional Neural Networks

    Gachon University, Republic of Korea · MEDAI, Republic of Korea

  2. Towards Efficient Convolutional Neural Network for Embedded Hardware via Multi-Dimensional Pruning

    Jul 13, 2026Hao Kong, Di Liu, Xiangzhong Luo +5Efficient Neural Network InferenceConvolutional Neural Networks

    School of Computer Science and Engineering, Nanyang Technological University, Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Singapore · Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway. +1

  3. Deep Learning for Joint Narrowband Interference Cancellation and Soft Demodulation in OFDM Systems

    Jul 9, 2026Emmanouil Kavvousanos, Francky Catthoor, Vassilis PaliourasWireless CommunicationsConvolutional Neural Networks

    Department of Electrical and Computer Engineering, University of Patras, Greece · Department of Electrical and Computer Engineering, National Technical University of Athens, Greece

  4. Texture Representations in Deep Vision Models: Comparing CNNs, Vision Transformers, and Human Perception

    Jul 9, 2026Ludovica de Paolis, Marco Baroni, Alessandro Laio +1Visual Representation LearningVision Transformer

    Department of Neuroscience, International School for Advanced Studies (SISSA), Trieste, Italy · Department of Language and Translation Sciences, Pompeu Fabra University, Barcelona, Spain · ICREA, Barcelona, Spain +1

  5. A Theory of Contrastive Learning with Natural Images

    Jul 8, 2026Antonio Torralba, Yair WeissContrastive LearningFrequency-Domain Feature Learning

    CSAIL, MIT · School of Computer Science and Engineering, Hebrew University of Jerusalem

  6. EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI

    Jul 8, 2026Hao Kong, Di Liu, Shuo Huai +5Edge InferenceConvolutional Neural Networks

    School of Computer Science and Engineering, Nanyang Technological University (NTU), Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University (NTU), Singapore · Department of Computer Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway +1

  7. Smart Scissor: Coupling Spatial Redundancy Reduction and CNN Compression for Embedded Hardware

    Jul 8, 2026Hao Kong, Di Liu, Shuo Huai +5Efficient Neural Network InferenceEdge Inference

    School of Computer Science and Engineering, Nanyang Technological University, Singapore · HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Singapore · HP Inc., Palo Alto, California, USA

  8. MSA-DCNN: A Data-Efficient Multi-Scale Deformable CNN for Medical Image Classification

    Jul 7, 2026Hamza Hussaini, Shahana Bano, Eyad Elyan +1Multi-Scale Feature FusionMedical Image Classification

    Robert Gordon University, School of Computing, Engineering and Technology, Aberdeen, Scotland, UK

  9. CoFINN: Conservation Flux Informed Neural Networks for Physics Problems Governed by Conservation Laws

    Jul 5, 2026Adnan Harun Doğan, Mert Deniz, Hande Alemdar +1PDE Surrogate ModelingPhysics-Informed ML

    Dept. of Computer Engineering Middle East Technical University Ankara, Turkey · Dept. of Mechanical Engineering Middle East Technical University Ankara, Turkey

  10. Seeing Through WiFi: Lightweight Human Pose Estimation with Dynamic Kernel Attention

    Jul 3, 2026Toan D. Gian, Van-Dinh Nguyen, Vo Phi Son +5Dynamic ConvolutionChannel Attention

    Smart Green Transformation Center (GREEN-X), VinUniversity, Vietnam · Trinity College Dublin, Ireland · University of Oulu, Finland +3

  11. Pooling-Based Context Modeling for Convolution-Free Deep Image Prior

    Jul 3, 2026Gihyun Kim, Jong-Seok LeeImage RestorationConvolutional Neural Networks

    Yonsei University Republic of Korea

  12. WBMM: Windowed Batch Matrix Multiplication for Efficient Large Receptive Field Convolution

    Jul 2, 2026Wan Song, Wei Zhou, Rui Wang +4GPU Kernel OptimizationConvolutional Neural Networks

    Hefei University of Technology, Hefei, China · Lingyang Industrial Internet Co., Ltd., Hefei, China · Kochi University of Technology, Kochi, Japan.

  13. Do Newer Lightweight CNNs Perform Better Under Resource Constraints? A Controlled Multigenerational Study of Architecture, Initialization, Training Budget, and Efficiency

    Jul 2, 2026Tasnim ShahriarEfficient Neural Network InferenceConvolutional Neural Networks

    Independent Researcher

  14. Neural Audio Codec with Adjustable Token Temporal Resolution Using Sampling-Frequency-Independent Convolutional Layers

    Jul 2, 2026Tomohiko Nakamura, Wataru Nakata, Kanami Imamura +1Neural Audio CodecsAudio Tokenization

    The National Institute of Advanced Industrial Science and Technology (AIST), 2-4-7 Aomi, Koto-ku, Tokyo, 135-0064 Japan · The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8654 Japan

  15. CNN Models for Microphone Array Covariance Matrix Upsampling and Acoustic Imaging

    Jul 1, 2026Marianthi Adamopoulou, Parthasaarathy Sudarsanam, David Diaz-Guerra +5Dynamic ConvolutionConvolutional Neural Networks

    Dept. of Comp. and Elec. Engineering Mid Sweden University Sundsvall, Sweden · Audio Research Group, Tampere University Tampere, Finland

  16. Computer vision-based neural networks for radioisotope identification in urban environments

    Jun 30, 2026Masen Bachleda, Peter LalorConvolutional Neural Networks

    Pacific Northwest National Laboratory, Richland, WA 99354 USA

  17. Separation Capacity of Scattering Networks

    Jun 29, 2026Konstantin Häberle, Helmut BölcskeiConvolutional Neural NetworksNeural Network Expressivity

    ETH Zurich

  18. HASTE: A Framework for Training-Free, Dynamic, and Steerable Compression of Pre-Trained Convolutional Neural Networks

    Jun 29, 2026Lukas Meiner, Jens Mehnert, Alexandru Paul ConduracheEfficient Neural Network InferenceConvolutional Neural Networks

    Robert Bosch GmbH, Leonberg, Germany. · Universität zu Lübeck, Lübeck, Germany.

  19. Real-Time Underwater Image Enhancement via Frequency-Guided Dual-Path Attention

    Jun 29, 2026Leshen Zhang, Ao Li, Ce ZhuImage EnhancementUnderwater Image Enhancement

    Glasgow College, UESTC, Chengdu, China · University of Glasgow, Glasgow, UK · School of Information and Communication Engineering, UESTC, Chengdu, China

  20. Evolutionary Hyperparameter Optimization to Find Lightweight CNN Models for Autonomous Steering

    Jun 29, 2026Devson Butani, Ryan Kaddis, Chan-Jin ChungEfficient Neural Network InferenceAutonomous Driving

    Dept. of Math and Computer Science Lawrence Technological University Southfield, MI, USA

  21. A Deep Multiscale Neural Network for Accurate Neurological Disorder Detection from MRI Scans and Real-Time Web Deployment

    Jun 27, 2026Ali Fatahi, Hoda Zamani, Mohammad H. Nadimi-ShahrakiMedical DiagnosisMedical Image Classification

    Department of Computer Engineering, Na.C., Islamic Azad University, Najafabad, 8514143131, Iran · Big Data Research Center, Na. C., Islamic Azad University, Najafabad, 8514143131, Iran · International Graduate School of Artificial Intelligence, National Yunlin University of Science and Technology, Douliou, Yunlin 640301, Taiwan

  22. State-specific respiratory signatures for affective and stress recognition: Interpretable respiratory markers, autocorrelation lags, and compact CNN models

    Jun 25, 2026Andrei Velichko, Mehmet Tahir HuyutWearable SensingConvolutional Neural Networks

    Institute of Physics and Technology, Petrozavodsk State University, Petrozavodsk, Russia · Department of Biostatistics and Medical Informatics, Faculty of Medicine, Erzincan Binali Yildirim University, Erzincan, Turkey

  23. Automated brain tumor detection in MRI images using CNN and ResNet architectures

    Jun 25, 2026Annapurna V K, Asha N, K Paramesha +2Convolutional Neural NetworksBrain Tumor Classification

    Department of Computer Science and Engineering, The National Institute of Engineering, Mysuru, Karnataka, India. · Department of MCA, The National Institute of Engineering, Mysuru, Karnataka, India. · Department of Computer Science and Engineering, Vidyavardhaka College of Engineering, Mysuru, Karnataka, India. +1

  24. Pre-Warm: Initializing Convolutional Filters from First-Batch Patch Dictionaries

    Jun 24, 2026Rowan MartnishnNeural Network InitializationConvolutional Neural Networks

    University of Pennsylvania

  25. Homomorphic Encryptions for Privacy Preserving Vision

    Jun 23, 2026Preey Shah, Rohan Virani, Sanjari SrivastavaHomomorphic EncryptionPrivacy-Preserving ML

  26. Structural Kolmogorov-Arnold Convolutions: Learnable Function on the Values or the Filter Shape as Parameter-Efficient Alternative to Per-Edge Convolutional KANs

    Jun 23, 2026Stefano Mereu, Oleksandr Kuznetsov, Gabriele Marchello +4Kolmogorov-Arnold NetworksConvolutional Neural Networks

    Istituto Italiano di Tecnologia, Via Morego 30, 16163 Genoa, Italy · Department of Intelligent Software Systems and Technologies, School of Computer Science and Artificial Intelligence, V. N. Karazin Kharkiv National University, 4 Svobody Sq., 61022 Kharkiv, Ukraine · Department of Information Engineering, Marche Polytechnic University, 60131 Ancona, Italy

  27. Deep learning-based detection of cessation of breathing in pre-term infants

    Jun 22, 2026Dineo Serame, Lionel Tarassenko, Mauricio VillarroelConvolutional Neural Networks

    Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, UK

  28. Performance and Interpretability of Convolutional, Transformer, and Hybrid Deep Learning Models in Colorectal Histology Classification

    Jun 21, 2026Reza BozorgpourHybrid CNN-Transformer ArchitecturesVision Transformer

    College of Engineering & Applied Science, Department of Biomedical Engineering, University of Wisconsin-Milwaukee, Milwaukee, WI, USA

  29. Multi-cancer detection using a computationally efficient CNN with transfer learning

    Jun 21, 2026Vasileios E. Papageorgiou, Georgios Petmezas, Dimitrios-Panagiotis Papageorgiou +2Efficient Neural Network InferenceMedical Image Classification

    School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece · Department of Mathematics, National and Kapodistrian University of Athens, Athens, Greece · Department of Mathematics, Aristotle University of Thessaloniki, Thessaloniki, Greece +1

  30. Physics-Guided Fully Convolutional Spatiotemporal Learning Toward Digital-Twin-Enabled Microstructure Evolution Prediction

    Jun 18, 2026Michael Trimboli, Wenxi Liu, Xianqi LiNeural Surrogate ModelingMaterials Science

    Department of Mathematics and Systems Engineering, Florida Institute of Technology, Melbourne, FL, 32901, USA