Convolutional Neural Networks

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Period ending 2026-09-21

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Period ending 2026-09-07

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  1. Hyper Input Convex Neural Networks for Shape Constrained Learning and Optimal Transport

    Apr 29, 2026Shayan Hundrieser, Insung Kong, Johannes Schmidt-HieberConvolutional Neural NetworksOptimal Transport

  2. Multiple Additive Neural Networks for Structured and Unstructured Data

    Apr 29, 2026Janis Mohr, Jörg FrochteConvolutional Neural NetworksNeural Network

  3. KAYRA: A Microservice Architecture for AI-Assisted Karyotyping with Cloud and On-Premise Deployment

    Apr 29, 2026Attila Pintér, Javier Rico, Attila Répai +5Ai-DrivenMicroservices

  4. 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 +2Yolov8-Nano ModelConvolutional

  5. Federated Medical Image Classification under Class and Domain Imbalance exploiting Synthetic Sample Generation

    Apr 29, 2026Martina Pavan, Matteo Caligiuri, Francesco Barbato +1Multimodal Domain GeneralizationFedavg

  6. The Unseen Adversaries: Robust and Generalized Defense Against Adversarial Patches

    Apr 29, 2026Vishesh Kumar, Akshay AgarwalAdversarial ExamplesAdversarial Transferability

  7. FASH-iCNN: Making Editorial Fashion Identity Inspectable Through Multimodal CNN Probing

    Apr 29, 2026Morayo Danielle Adeyemi, Ryan A. Rossi, Franck DernoncourtGarmentsIdentity

  8. Privacy-Preserving Clothing Classification using Vision Transformer for Thermal Comfort Estimation

    Apr 29, 2026Tatsuya Chuman, Yousuke Udagawa, Hitoshi KiyaImage ClassificationVision Transformer

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

    Apr 28, 2026Mohammed Q. Alkhatib, Ali JamaliHyperspectral Image ClassificationImage Classification

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

    Apr 28, 2026Muhammad Kaleem Ullah KhanTomato DiseasesImage Classification

  11. 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 SaddikConvolutional Neural NetworksAffective Computing

  12. Magnification-Invariant Image Classification via Domain Generalization and Stable Sparse Embedding Signatures

    Apr 28, 2026Ifeanyi Ezuma, Olusiji MedaiyeseComputational PathologyImage Classification

  13. At the Edge of the Heart: ULP FPGA-Based CNN for On-Device Cardiac Feature Extraction in Smart Health Sensors for Astronauts

    Apr 28, 2026Kazi Mohammad Abidur Rahman, Davis Rakhshan, Philipp Lütke +2Field-Programmable Gate ArraysWearable Devices

  14. The Surprising Effectiveness of Canonical Knowledge Distillation for Semantic Segmentation

    Apr 28, 2026Muhammad Ali, Kevin Alexander Laube, Madan Ravi Ganesh +3Knowledge DistillationResnet-18

  15. Towards Robust Deep Learning-based Rumex Obtusifolius Detection from Drone Images

    Apr 28, 2026Fabian Dionys Schrag, Mehmet Ozgur Turkoglu, Konrad Schindler +1Domain AdaptationAerial Dataset

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

    Apr 28, 2026Wentao Jiang, Yuanchan Xu, Heng YuanImage ClassificationFeature Pyramid Networks

  17. Laplace-Bridged Randomized Smoothing for Fast Certified Robustness

    Apr 27, 2026Miao Lin, MD Saifur Rahman Mazumder, Feng Yu +2SmoothingNoise-Aware

  18. Diffusion-Guided Feature Selection via Nishimori Temperature: Noise-Based Spectral Embedding

    Apr 27, 2026Vasiliy S. Usatyuk, Denis A. Sapozhnikov, Sergey I. EgorovFeature SelectionFeature Learning

  19. A Functorial Formulation of Neighborhood Aggregating Deep Learning

    Apr 27, 2026Sun Woo Park, Yun Young Choi, U Jin Choi +1SheafNeural Network

  20. Monocular Depth Estimation via Neural Network with Learnable Algebraic Group and Ring Structures

    Apr 27, 2026Qianlei Wang, Kexun Chen, Shaolin Zhang +3Monocular Depth EstimationGeometric Deep Learning

  21. SparseContrast: Dynamic Sparse Attention for Efficient and Accurate Contrastive Learning in Medical Imaging

    Apr 27, 2026Paarth Prasad, Ruchika MalhotraMedical ImagingChest X-Ray

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

    Apr 27, 2026Yingming Zhang, Wuqi Su, Qing Xiao +1Infrared Small Target DetectionInfrared

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

    Apr 26, 2026Saru Bharti, Pushparaj Mani PathakMel-Frequency Cepstral CoefficientConvolutional Neural Networks

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

    Apr 26, 2026Naser Khatti DizabadiConvolutional Neural NetworksImage Classification

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

    Apr 26, 2026Jiawei YanFew-Shot LearningFeature Pyramid Networks

  26. Leveraging Spatial Transcriptomics as Alternative to Manual Annotations for Deep Learning-Based Nuclei Analysis

    Apr 26, 2026Kazuya Nishimura, Ryoma Bise, Haruka Hirose +1Spatial TranscriptomicsComputational Pathology

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

    Apr 25, 2026Giorgio Cruciata, Luca Cruciata, Liliana Lo Presti +2Convolutional Neural NetworksResidual Connections

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

    Apr 25, 2026Sisipho Hamlomo, Marcellin Atemkeng, Habte Tadesse Likassa +5Medical Image ClassificationBrain Tumor Classification

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

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

  30. AnalogRetriever: Learning Cross-Modal Representations for Analog Circuit Retrieval

    Apr 25, 2026Yihan Wang, Lei Li, Yao Lai +2Analog CircuitsAnalog

  31. Visual Chart Representations for Cryptocurrency Regime Prediction: A Systematic Deep Learning Study

    Apr 25, 2026Dustin M. HaggettDeep LearningChart

  32. From Pixels to Explanations: Interpretable Diabetic Retinopathy Grading with CNN-Transformer Ensembles, Visual Explainability and Vision-Language Models

    Apr 25, 2026Pir Bakhsh Khokhar, Carmine Gravino, Fabio Palomba +2Interpretable Diabetic Retinopathy GradingRetinal Imaging

  33. AnemiaVision: Non-Invasive Anemia Detection via Smartphone Imagery Using EfficientNet-B3 with TrivialAugmentWide, Mixup Augmentation, and Persistent Patient History Management

    Apr 24, 2026Rahul PatelEfficientnet EncoderScreening

  34. Magnetic Indoor Localization through CNN Regression and Rotation Invariance

    Apr 24, 2026Helge Rosé, Konstantin Klipp, Tom Koubek +2Robust LocalizationStress Fields

  35. Efficient Diffusion Distillation via Embedding Loss

    Apr 24, 2026Jincheng Ying, Yitao Chen, Li Wenlin +2Discrete Diffusion ModelFew-Step Generation

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

    Apr 24, 2026Ming Ye, Kui Cai, Cunhua Pan +3Source-Channel CodingConvolutional

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

    Apr 24, 2026Andrea Angino, Ken Trotti, Diego Ulisse Pizzagalli +3Whole-Heart SegmentationU-Net

  38. Fast Neural-Network Approximation of Active Target Search Under Uncertainty

    Apr 24, 2026Bilal Yousuf, Zsofia Lendek, Lucian BusoniuParticle FiltersNeural-Network Approximation

  39. H-Sets: Hessian-Guided Discovery of Set-Level Feature Interactions in Image Classifiers

    Apr 23, 2026Ayushi Mehrotra, Dipkamal Bhusal, Michael Clifford +1Higher-Order CorrelationsSaliency

  40. Directional Confusions Reveal Divergent Inductive Biases Through Rate-Distortion Geometry in Human and Machine Vision

    Apr 23, 2026Leyla Roksan Caglar, Pedro A. M. Mediano, Baihan LinInductive BiasVisual Perception

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

    Apr 23, 2026Eli Gildish, Michael Grebshtein, Igor MakienkoSignal ProcessingWaveforms

  42. On the Role of Preprocessing and Memristor Dynamics in Reservoir Computing for Image Classification

    Apr 23, 2026Rishona Daniels, Duna Wattad, Ronny Ronen +2Reservoir ComputingResistive Random Access Memory

  43. GraphLeap: Decoupling Graph Construction and Convolution for Vision GNN Acceleration on FPGA

    Apr 23, 2026Anvitha Ramachandran, Dhruv Parikh, Viktor PrasannaGraph Neural NetworksSparse Deep Neural Network Accelerators

  44. JEPAMatch: Geometric Representation Shaping for Semi-Supervised Learning

    Apr 22, 2026Ali Aghababaei-Harandi, Aude Sportisse, Massih-Reza AminiSemi-Supervised LearningPseudo-Labeling

  45. FastAT Benchmark: A Comprehensive Framework for Fair Evaluation of Fast Adversarial Training Methods

    Apr 22, 2026Chao Pan, Xin YaoAdversarial TransferabilityAdversarial Training

  46. LaplacianFormer:Rethinking Linear Attention with Laplacian Kernel

    Apr 22, 2026Zhe Feng, Sen Lian, Changwei Wang +5Quadratic AttentionSoftmax Attention

  47. Normalizing Flows with Iterative Denoising

    Apr 21, 2026Tianrong Chen, Jiatao Gu, David Berthelot +2Normalizing FlowsDenoising Diffusion Probabilistic Model

  48. Benign Overfitting in Adversarial Training for Vision Transformers

    Apr 21, 2026Jiaming Zhang, Meng Ding, Shaopeng Fu +2Self-Supervised Vision TransformersAdversarial Training

  49. SAGE: Training-Free Semantic Evidence Composition for Edge-Cloud Inference under Hard Uplink Budgets

    Apr 21, 2026Inhyeok Choi, Hyuncheol ParkImportanceImagenet

  50. Deep Sprite-based Image Models: An Analysis

    Apr 21, 2026Zeynep Sonat Baltacı, Romain Loiseau, Mathieu AubryImage ClassificationSingle Images

  51. IonMorphNet: Generalizable Learning of Ion Image Morphologies for Peak Picking in Mass Spectrometry Imaging

    Apr 21, 2026Philipp Weigand, Niels Nawrot, Nikolas Ebert +2Tandem Mass SpectraImage Classification

  52. Audio Spoof Detection with GaborNet

    Apr 21, 2026Waldek MaciejkoMel-Frequency Cepstral CoefficientConvolutional

  53. ConvVitMamba: Efficient Multiscale Convolution, Transformer, and Mamba-Based Sequence modelling for Hyperspectral Image Classification

    Apr 20, 2026Mohammed Q. AlkhatibHyperspectral Image ClassificationVision Transformer

  54. DDF2Pol: A Dual-Domain Feature Fusion Network for PolSAR Image Classification

    Apr 20, 2026Mohammed Q. AlkhatibFeature Pyramid NetworksImage Classification

  55. Rethinking Dataset Distillation: Hard Truths about Soft Labels

    Apr 20, 2026Priyam Dey, Aditya Sahdev, Sunny Bhati +2Geometry-Aware Uncertainty CoresetsSoft-Label

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

    Apr 20, 2026Johny J. Lopez, Md Meftahul Ferdaus, Mahdi Abdelguerfi +4Depth EstimationLight Detection And Ranging

  57. ESsEN: Training Compact Discriminative Vision-Language Transformers in a Low-Resource Setting

    Apr 20, 2026Clayton Fields, Casey KenningtonLarge Vision Language ModelsVision-Language

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

    Apr 20, 2026Hamed Ouattara, Pascal Houssam Salmane, Pierre Duthon +2Image ClassificationConvolutional Neural Networks

  59. Soft Label Pruning and Quantization for Large-Scale Dataset Distillation

    Apr 20, 2026Xiao Lingao, Yang HeChain-Of-Thought DistillationCandidate Label Distributions

  60. WebSerial Vision Training for Microcontrollers: A Browser-Based Companion to On-Device CNN Training

    Apr 20, 2026Jeremy EllisCortexMobilenetv2