Convolutional Neural Networks

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Period ending 2026-09-21

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  1. Factorized Spatio-Temporal Convolutions for Human Pose Estimation from Planar Lidar

    Jul 23, 2026Simone Arreghini, Mirko Nava, Nicholas Carlotti +2Light Detection And RangingRobotic Perception

  2. Do emulated quantum circuits change what CNNs look at? Performance and explainability comparison in medical image classification

    Jul 23, 2026Guillermo Rubiños Rodríguez, Martín Ottavianelli, Mateo Alonso +4Hybrid Quantum Neural NetworksQuantum Circuit Simulation

  3. TF-MossFormer: Integrating Convolution Gated Local-Global Attentions for Enhanced Time-Frequency Domain Monaural Speech Separation

    Jul 23, 2026Shengkui Zhao, Zexu Pan, Haoxu Wang +3Speech SeparationConvolutional

  4. HyperImageNet: A Large-Scale High-Spatial Resolution Hyperspectral Imagery Classification Benchmark

    Jul 23, 2026Chuguang Zeng, Jingtao Li, Yinhe Liu +1Hyperspectral Image ClassificationHyperspectral Imaging

  5. HierarchicalDAEW: Domain-Aware Edge-Weighted Graph Convolution with Evidential Uncertainty for Multi-Section Spatial Gene Expression Prediction from H&E Histology

    Jul 23, 2026Kritanu Chattopadhyay, Soumya Chatterjee, Ondrej Krejcar +1Spatial TranscriptomicsComputational Pathology

  6. Machine Learning for Charge State Characterization of Isolated Double Quantum Dots

    Jul 23, 2026Hyma Vallabhapurapu, Marco Candido, Krishna Choudhary +7Quantum Machine LearningPost-Quantum Cryptography

  7. Efficient and Interpretable Body-Based Emotion Recognition with Lightweight Temporal Convolutional Networks

    Jul 23, 2026Christian Arzate Cruz, Stefanos Gkikas, Houshyar AsadiTemporal Convolutional NetworksEmotion Recognition

  8. Physics-Aware Complex-Valued State Space Model with Scattering-Prior Feature Modulation for PolSAR Image Classification

    Jul 22, 2026Fangyan Zhang, Fan Zhang, Shiqi Zhou +3Synthetic Aperture RadarPolarization

  9. Structural Preservation Governs Data Augmentation in Deep Learning-Based Laser Speckle Material Classification

    Jul 22, 2026Mohamed Abdallah Salem, Nourhan Zein DiabSpeckleSynthetic Data Augmentation

  10. A New Kind of Adversarial Example: Measuring the Human-Model Gap, and Its Relationship to OOD Detection

    Jul 22, 2026Ali BorjiAdversarial ExamplesOut-Of-Distribution Detection

  11. ROMS-IMLE: A Minimalist Approach to Competitive Single-Step Generative Modelling

    Jul 21, 2026Chirag Vashist, Ke LiGenerative ModelsGenerative Adversarial Network

  12. Associative Emotional Learning in Convolutional Neural Networks

    Jul 21, 2026Seowung Leem, Andreas Keil, Mingzhou Ding +1Dense Associative MemoryNeural Network

  13. InstructMixup: Instruction-Guided Salient Patch Editing for Robust Data Augmentation

    Jul 21, 2026Khawar Islam, Arif Mahmood, Xin Jin +1Synthetic Data AugmentationInpainting

  14. In-Context Time Series Classification with Random Convolutional Features

    Jul 21, 2026Joscha Cüppers, Jilles VreekenTime-Series ClassificationTemporal Convolutional Networks

  15. Regime-Aware Physics-Guided Early Warning of Lithium-Ion Battery Thermal Runaway Using Thermo-Mechanical Signals

    Jul 21, 2026Syed Sajid Ullah, Muhammad Zunair Zamir, Salman KhanLithium-Ion BatteriesEarly Warning

  16. Attributes Should Come from Images, Not Class Names: Distribution-Conditioned Attribute Selection for Vision-Language Models

    Jul 21, 2026Gautam Rajendrakumar Gare, Jia Shi, Zhiqiu Lin +3ImagenetName

  17. Cross-Dataset Generalization in Breast MRI Tumor Classification via Class-Wise Dataset Mixing

    Jul 21, 2026Mohammad Ali Dadrast, Hamid UsefiMammographyCross-Dataset Benchmark

  18. Convolution for Large Language Models

    Jul 20, 2026Yuchuan Tian, Yingte Shu, Wei He +7ConvolutionalUnified Inductive Bias

  19. Three-Body Scattering for Generative Modeling

    Jul 20, 2026Peng Sun, Zhenglin Cheng, Deyuan Liu +3Generative ModelsImagenet

  20. From Pixel to Prognosis: Convolutional and GLCM Feature Fusion for Automated Four-Class Cataract Severity Classification

    Jul 20, 2026K. Mithra, Prem Kumar SanthanamOphthalmologyFeature Fusion

  21. BMFA: Boundary-Minority Free-Energy Adaptive Screening

    Jul 20, 2026Wenyan Xu, Alizer WongBoundary-AwareVision Transformer

  22. Semantic Color Naturalness Breaker: Preventing Illegitimate Colorization via Content-Aware Color Priors

    Jul 20, 2026Yuki Nii, Futa Waseda, Ching-Chun Chang +1Imagenet

  23. Pediatric Bone Age Prediction Using Deep Learning

    Jul 18, 2026Al Zadid Sultan Bin Habib, Md. Ekramul Islam, Md Asif Bin Syed +2Efficientnet EncoderDeep Learning

  24. Transferable Low-Rank Convolutional Bases for Onboarding Unseen Medical Imaging Modalities

    Jul 18, 2026Ranat Das Prangon, Istiaque Ahmed, Shajid Hasan Naim +2Resnet-18

  25. Demodulation of chaotic signals using convolutional neural network

    Jul 18, 2026Mykola Kozlenko, Emrullah Demiral, Anton YudhanaAutomatic Modulation ClassificationChaos

  26. A Framework for Early Sepsis Prediction via Self-Supervised (JEPA) and Federated Representation Learning

    Jul 18, 2026Umair bin Mansoor, Munaf Rashid, Roomi NaqviSepsisBiomarker

  27. Compact convolutional neural networks for AI-based drone detection system

    Jul 17, 2026Gábor Farkas, Gábor Fazekas, Karakai Patrik +2Unmanned Aerial Vehicle DetectionConvolutional Neural Networks

  28. EA-RMENet -- Path Loss Prediction in Urban Environments using Deep Learning

    Jul 17, 2026Jonathan O'Shea, Conor BrennanEfficientnet EncoderDeep Learning

  29. Learning Faster without Deeper Networks: A*-Inspired Batch Selection for Efficient CNN Training

    Jul 17, 2026Anxhelo Shehu, Enes Stastoli, Arben CelaBatch SizeResnet-18

  30. Hierarchical Specialised Ensembles for Classification of Zebrafish Phenotypes Using the Selected Image Recognition Methods

    Jul 17, 2026Piotr S. Maciąg, Monika Maciąg, Magdalena MajdanResnet-18Ensemble

  31. BCG-Former: Toward Pareto-Efficient Hyperspectral Image Classification via Band-Contextual Gating

    Jul 17, 2026Gaurav Sharma, Eungjoo LeeHyperspectral Image ClassificationHybrid Transformer

  32. DAPGNet: Dynamic Adaptive Physics-Guided Graph Diffusion Network for Hyperspectral Image Classification

    Jul 16, 2026Pengkun Wang, Weijia Cao, Ning Wang +1Hyperspectral Image ClassificationHypergraphs

  33. Towards Hierarchical Structure Understanding of Newspaper Images

    Jul 16, 2026William Mocaër, Solène Tarride, Thomas Constum +7HierarchicalHeadlines

  34. Interleaved Noise Injection Improves Clean, Corrupted, and OOD Performance

    Jul 16, 2026Matt L. Wiemann, Peter Melchior, Andrew K. SaydjariGaussian NoiseRegularization Techniques

  35. Real-Time Detection of Charge Jumps in Superconducting Qubits with a Convolutional Neural Network

    Jul 15, 2026Daniel Gaytan-Villarreal, Peter Meiring, Daniel Baxter +6QubitPost-Quantum Cryptography

  36. Barnamala: Parameter-Efficient Handwritten Devanagari Recognition at Benchmark Saturation

    Jul 15, 2026Ashish Thapa, Samrat KarkiHandwritten Text RecognitionConvolutional Neural Networks

  37. Local Redundancy: An Information-Theoretic Measure of Plasticity from Synthetic Memorization

    Jul 15, 2026Jiaxuan ChengPlasticitySingular Learning Theory

  38. Label-Decoupled Style Augmentation for Domain Generalization in Multi-Label Remote Sensing Scene Classification

    Jul 14, 2026Alaa Almouradi, Erchan AptoulaMultimodal Domain GeneralizationMulti-Label Classification

  39. MAGE: Color-Invariant and Spatial Knowledge Distillation for Gastric Neoplasm Classification

    Jul 14, 2026Jiho Jun, Jeongwon Woo, Jaemin Song +6Colorectal CancerImage Classification

  40. Demonstration of the common dual-channel feature decoupling characteristic of front-door mediation causal inference methods in whole-slice image classification

    Jul 14, 2026Zhirui Zhang, Tianhang Nan, Yong Ding +3Multiple Instance LearningComputational Pathology

  41. Filtering-out poor-quality images for data preparation

    Jul 14, 2026Roopdeep Kaur, Gour Karmakar, Muhammad ImranImage Quality AssessmentConvolutional Neural Networks

  42. Data Safety: Synthetic Data Quality Analysis Using CIFAKE Dataset

    Jul 13, 2026Kuniko Paxton, Amila Akagić, Koorosh Aslansefat +2Synthetic Image DetectionSynthetic Data

  43. Learning from Complementary Ultrasound Representations for Liver Disease Classification

    Jul 13, 2026Sabahattin Mert Daloglu, Gokce Bekar, Ceren Coskun +5CholangiocarcinomaUltrasound

  44. Analyzing Image Encoder Choices and Graph Homophily in GCN Frameworks for Breast Ultrasound Classification

    Jul 13, 2026Sabahattin Mert Daloglu, Ceren Coskun, Harvey Castro +2MammographyUltrasound

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

    Jul 13, 2026Hao Kong, Di Liu, Xiangzhong Luo +5Convolutional Neural NetworksNeural Network

  46. Efficient Tuning Before Low-Bit Post-Training Quantization for Stochastic Gradient Descent-optimized Models

    Jul 13, 2026Peng Xia, Junbiao Pang, Muhammad Ayub SabirWeight-Only QuantizationQuantization

  47. Revisiting Matching Response and Swept Feature Volumes for Wide-baseline Omnidirectional Stereo

    Jul 13, 2026Seungjin Jeon, Jongwoo Lim, Changhee WonStereo MatchingStereo Vision

  48. Water Reflection Detection Using Symmetric Attention

    Jul 12, 2026Shuxuan Yao, Chengjia Wang, Jianyuan Sun +2Underwater Image EnhancementTemporal Convolutional Networks

  49. Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series

    Jul 12, 2026HaoChong Fu, Jian XuMultivariate Time Series ForecastingTemporal Convolutional Networks

  50. Action Map Policy: Learning 3D Closed-loop Manipulation via Pixel Classification

    Jul 12, 2026Haojie Huang, Zhang Ye, Linfeng Zhao +7Robotic Manipulation PoliciesAction Space

  51. DiffUE: Enhancing Utility-Unlearnability Trade-off of Unlearnable Examples via Diffusion Autoencoders

    Jul 12, 2026Syed Irfan Ali Meerza, Oktay Ozturk, Amir Sadovnik +1Facial RecognitionImagenet

  52. NanoVSR: Towards Real-Time Video Super-Resolution on Edge Devices

    Jul 11, 2026Filip Pawlicki, Marcel Kańduła, Marcin Pucek +1UpsamplingNvidia Jetson Orin Nano

  53. ScratNet: A Swin-Based Multi-Scale Dilated Network with Precision Refinement for Semiconductor Scratch Segmentation

    Jul 11, 2026Sachin Ranjan, Hoon KimScalable Defect DetectionSegmentation Model

  54. CoCoT-EEG: Contrastive-Pretrained Multiscale Convolutional Transformer for EEG Decoding

    Jul 10, 2026Gabriel Mahuas, Victoria Shevchenko, Ugo Tanielian +2Electroencephalography Foundation ModelsTransformer Encoder

  55. A Strong Balanced-Softmax Classifier-Retraining Baseline for Long-Tailed Recognition

    Jul 10, 2026Juan Terven, Diana Margarita Córdova Esparza, Julio Alejandro Romero Gonzalez +4Few-Shot LearningExtreme Class Imbalance

  56. LionVote: Per-Layer Learning Rate Adaptation for Lion

    Jul 10, 2026Kris AtallahLearning RatesCross-Layer Interactions

  57. Joint-Embedding Predictive Architecture for Solar PV Panel Fault Classification

    Jul 10, 2026Seyyedhamid Azimidokht, Mehdi Monemi, Abdelhak Kharbouch +4PhotovoltaicEfficientnet Encoder

  58. TSR-Ego: Temporally Guided Stereo Refinement Framework for Egocentric 3D Human Pose Estimation

    Jul 10, 2026Md Mushfiqur Azam, John Quarles, Kevin Desai3D Pose EstimatorStereo Matching

  59. What Pixels Are Enough? SEAMS: Sufficiency Saliency via MSE-Preservation Soft-Masks

    Jul 10, 2026Magdalena Trędowicz, Łukasz Struski, Arkadiusz Lewicki +4SaliencyPixels

  60. Integrating Large Language Models and Graph Convolutional Networks for Semi-Supervised Image Classification

    Jul 10, 2026Camila Piscioneri Magalhães, Lucas Pascotti ValemImage ClassificationSemi-Supervised Learning