Convolutional Neural Networks

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Period ending 2026-09-21

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  1. Chaos-Enhanced Prototypical Networks for Few-Shot Medical Image Classification

    Apr 19, 2026Chinthakuntla Meghan Sai, Murarisetty V Sai Kartheek, Sita Devi Bharatula +1Brain Tumor ClassificationMedical Image Classification

  2. Automated Classification of Plasma Regions at Mars Using Machine Learning

    Apr 18, 2026Yilan Qin, Chuanfei Dong, Hongyang Zhou +6Geomagnetic StormsPlasma Shape Control

  3. Multimodal Fusion of Histopathology Images and Electronic Health Records for Early Breast Cancer Diagnosis

    Apr 18, 2026Aditya Shribhagwan Khandelwal, Mohammad Samar Ansari, Asra AslamMammographyComputational Pathology

  4. Hybrid Multi-Dimensional MRI Prostate Cancer Detection via Hadamard Network-Based Bias Correction and Residual Networks

    Apr 18, 2026Emadeldeen Hamdan, Gorkem Durak, Muhammed Enes Tasci +7Magnetic Resonance ImagingResnet-18

  5. Inductive Convolution Nuclear Norm Minimization for Tensor Completion with Arbitrary Sampling

    Apr 18, 2026Wei Li, Yuyang Li, Kaile Du +2Tensor CompletionTensor

  6. Adaptive receptive field-based spatial-frequency feature reconstruction network for few-shot fine-grained image classification

    Apr 18, 2026Linyue Zhang, Wenyi Zeng, Zicheng Pan +6Receptive FieldsImage Classification

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

    Apr 18, 2026Nils LeuteneggerHuman Visual CortexSpike-Timing-Dependent Plasticity

  8. Towards Deep Encrypted Training: Low-Latency, Memory-Efficient, and High-Throughput Inference for Privacy-Preserving Neural Networks

    Apr 18, 2026Nges Brian Njungle, Eric Jahns, Michel A. KinsyHomomorphic EncryptionGraph Neural Network Inference

  9. Hierarchical Vision Transformer Enhanced by Graph Convolutional Network for Image Classification

    Apr 18, 2026Haibin JiaoVision TransformerSelf-Supervised Vision Transformers

  10. Why Training-Free Token Reduction Collapses: The Inherent Instability of Pairwise Scoring Signals

    Apr 17, 2026Yang ShanglinVision TransformerImagenet

  11. A Benchmark Study of Segmentation Models and Adaptation Strategies for Landslide Detection from Satellite Imagery

    Apr 17, 2026Md Kowsher, Weiwei Zhan, Chen ChenLandslidesSegmentation Model

  12. IncepDeHazeGAN: Novel Satellite Image Dehazing

    Apr 17, 2026Tejeswar Pokuri, Shivarth RaiSingle Image DehazingComputer Vision

  13. Combining Convolution and Delay Learning in Recurrent Spiking Neural Networks

    Apr 17, 2026Lúcio Folly Sanches Zebendo, Eleonora Cicciarella, Michele RossiSpiking Neural NetworksRecurrent Neural Networks

  14. Classification of systolic murmurs in heart sounds using multiresolution complex Gabor dictionary and vision transformer

    Apr 17, 2026Mahmoud Fakhry, Abeer FathAllah BreryCongenital Heart DiseaseTime-Frequency

  15. SSFT: A Lightweight Spectral-Spatial Fusion Transformer for Generic Hyperspectral Classification

    Apr 17, 2026Alexander Musiat, Nikolas Ebert, Oliver WasenmüllerHyperspectral Image ClassificationHyperspectral Imaging

  16. Convolutionally Low-Rank Models with Modified Quantile Regression for Interval Time Series Forecasting

    Apr 17, 2026Miaoxuan Zhu, Yi Yu, Yuyang Li +2Multivariate ForecastingQuantile Regression

  17. G-PARC: Graph-Physics Aware Recurrent Convolutional Neural Networks for Spatiotemporal Dynamics on Unstructured Meshes

    Apr 16, 2026Jack T. Beerman, Tyler J. Abele, Mehdi Taghizadeh +6SpatiotemporalFundamental Hydrological Principles

  18. Weak-to-Strong Knowledge Distillation Accelerates Visual Learning

    Apr 16, 2026Baiang Li, Wenhao Chai, Felix HeideImagenetEnd-To-End Speedup

  19. Chaotic CNN for Limited Data Image Classification

    Apr 16, 2026Anusree M, Akhila Henry, Pramod P NairConvolutional Neural NetworksImage Classification

  20. Physically-Induced Atmospheric Adversarial Perturbations: Enhancing Transferability and Robustness in Remote Sensing Image Classification

    Apr 16, 2026Weiwei Zhuang, Wangze Xie, Qi Zhang +9FogAdversarial Transferability

  21. Multigrain-aware Semantic Prototype Scanning and Tri-Token Prompt Learning Embraced High-Order RWKV for Pan-Sharpening

    Apr 16, 2026Junfeng Li, Wenyang Zhou, Xueheng Li +3Fine-Grained PerceptionLearnable Prototypes

  22. Not All Forgetting Is Equal: Retention Dynamics in Fine-Tuned Image Classifiers

    Apr 13, 2026Miit Daga, Swarna Priya RamuImagenet

  23. Fast Preemptive Robustification: High-Frequency Response Anti-Aligns Shared Vulnerability

    Mar 26, 2026Jiaming Liang, Chi-Man PunTransferable AttackModel Pretraining

  24. LRConv-NeRV: Low Rank Convolution for Efficient Neural Video Compression

    Mar 18, 2026Tamer ShanablehNeural Video CodecsVideo Coding

  25. Self-Supervised ImageNet Representations for In Vivo Confocal Microscopy: Tortuosity Grading without Segmentation Maps

    Mar 16, 2026Kim Ouan, Noémie Moreau, Katarzyna BozekMicroscopyImagenet

  26. Deep Learning Network-Temporal Models For Traffic Prediction

    Mar 12, 2026Yufeng Xin, Ethan FanAccurate Traffic ForecastingMultivariate Time Series Forecasting

  27. A novel Framework for Open-Vocabulary Multi-Object Recognition using CLIP

    Mar 6, 2026Wei Yu Chen, Ying DaiOpen-VocabularyVideo Object Segmentation

  28. Toward Generalizable Deep Learning Based Peatland Fire Detection via Walsh Hadamard Transform and Domain Adaptation

    Mar 2, 2026Emadeldeen Hamdan, Ahmad Faiz Tharima, Mohd Zahirasri Mohd Tohir +4Wildfire DetectionDeep Learning Framework

  29. VisNec: Measuring and Leveraging Visual Necessity for Multimodal Instruction Tuning

    Mar 1, 2026Mingkang Dong, Hongyi Cai, Jie Li +4Multimodal Instruction TuningInstruction Tuning

  30. Momentum Guidance: Plug-and-Play Guidance for Flow Models

    Feb 23, 2026Runlong Liao, Jian Yu, Baiyu Su +3Generative Flow NetworksNeural Guidance

  31. Xray-Visual Models: Scaling Vision models on Industry Scale Data

    Feb 18, 2026Shlok Mishra, Tsung-Yu Lin, Linda Wang +24Vision Foundation ModelsCross-Modal Learning

  32. Language-Guided Transformer Tokenizer for Human Motion Generation

    Feb 9, 2026Sheng Yan, Yong Wang, Xin Du +2Human Motion GenerationTokenization

  33. Persistent Entropy as a Detector of Phase Transitions

    Feb 8, 2026Marcos Gutierrez-del-Pozo, Eduardo Paluzo-Hidalgo, Matteo RuccoPhase TransitionsChange-Point Detection

  34. Dynamic High-frequency Convolution for Infrared Small Target Detection

    Feb 3, 2026Ruojing Li, Chao Xiao, Qian Yin +5Infrared Small Target DetectionHigh-Frequency Textures

  35. ZENITH: Automated Gradient Norm Informed Stochastic Optimization

    Jan 21, 2026Dhrubo SahaStochastic Gradient DescentRegularization Techniques

  36. When Models Know When They Do Not Know: Calibration, Cascading, and Cleaning

    Jan 12, 2026Chenjie Hao, Weyl Lu, Yuko Ishiwaka +3Confidence EstimationArtificial Intelligence Models

  37. MixFlow Training: Alleviating Exposure Bias with Slowed Interpolation Mixture

    Dec 22, 2025Hui Li, Fu-Yun Wang, Haoyuan Xia +4Discrete Diffusion ModelInterpolation

  38. Uncertainty-Aware Domain Adaptation for Vitiligo Segmentation in Clinical Photographs

    Dec 12, 2025Wentao Jiang, Vamsi Varra, Caitlin Perez-Stable +3Skin Lesion ClassificationDomain Adaptation

  39. The Inductive Bottleneck: Data-Driven Emergence of Representational Sparsity in Vision Transformers

    Dec 8, 2025Kanishk AwadhiyaVision TransformerImagenet

  40. SparsePixels: Efficient Convolution for Sparse Data on FPGAs

    Dec 5, 2025Ho Fung Tsoi, Dylan Rankin, Vladimir Loncar +1Sparse Deep Neural Network AcceleratorsField-Programmable Gate Arrays

  41. Unifying Convolution and Attention via Convolutional Nearest Neighbors

    Nov 18, 2025Mingi Kang, Jeová Farias Sales Rocha NetoConvolutional Neural NetworksConvolutional

  42. Did Models Learn Sufficiently? Attribution-Guided Training via Subset-Selected Counterfactual Augmentation

    Nov 15, 2025Yannan Chen, Ruoyu Chen, Wei Wang +6Counterfactual LearningTraining Data Attribution

  43. QiVC-Net: Quantum-Inspired Variational Convolutional Network, with Application to Biosignal Classification

    Nov 7, 2025Amin Golnari, Jamileh Yousefi, Reza Moheimani +1Multimodal Physiological SignalsConvolutional Neural Networks

  44. Monitoring the calibration of probability forecasts with an application to concept drift detection involving image classification

    Oct 29, 2025Christopher T. Franck, Anne R. Driscoll, Zoe Szajnfarber +1Image ClassificationPrognostics

  45. Conditional Clifford-Steerable CNNs for PDE Modeling

    Oct 15, 2025Bálint László Szarvas, Maksim ZhdanovConvolutional Neural NetworksPartial Differential Equations

  46. Structured Spectral Graph Representation Learning for Multi-label Abnormality Analysis from 3D CT Scans

    Oct 12, 2025Theo Di Piazza, Carole Lazarus, Olivier Nempont +1Computed Tomography Dataset3D Semantic Segmentation

  47. Leveraging Prior Knowledge of Diffusion Model for Person Search

    Oct 2, 2025Giyeol Kim, Sooyoung Yang, Jihyong Oh +2Re-IdentificationFeature Pyramid Networks

  48. Activation-Deactivation: A General Framework for Robust Post-hoc Explainable AI

    Oct 1, 2025Akchunya Chanchal, David A. Kelly, Hana ChocklerExplainabilityExplainable Artificial Intelligence

  49. A Flow-rate-conserving CNN-based Domain Decomposition Method for Blood Flow Simulations

    Sep 19, 2025Simon Klaes, Axel Klawonn, Natalie Kubicki +4Fluid Dynamics6-Dof Viscoelastic Mechanism

  50. Uncertain but Useful: Leveraging CNN Training Variability into Data Augmentation

    Sep 5, 2025Inés Gonzalez-Pepe, Vinuyan Sivakolunthu, Yohan Chatelain +1Neuroimaging ModelsBrain Tumor Segmentation

  51. Tactile Gesture Recognition with Built-in Joint Sensors for Industrial Robots

    Aug 17, 2025Deqing Song, Weimin Yang, Maryam Rezayati +1Hand Gesture RecognitionHuman-Robot Collaboration

  52. Page image classification for content-specific data processing

    Jul 11, 2025Kateryna LutsaiImage ClassificationOptical Character Recognition

  53. evMLP: An Efficient Event-Driven MLP Architecture for Vision

    Jul 2, 2025Zhentan ZhengFine-Grained Video UnderstandingVideo Dataset

  54. SEMA: a Scalable and Efficient Mamba like Attention via Token Localization and Averaging

    Jun 10, 2025Nhat Thanh Tran, Fanghui Xue, Shuai Zhang +4Bidirectional MambaImagenet

  55. Temporal Convolutional Autoencoder for Interference Mitigation in FMCW Radar Altimeters

    May 28, 2025Charles E. Thornton, Jamie Sloop, Samuel Brown +3RadarInterference

  56. A Network Science Approach to Granular Time Series Segmentation

    May 23, 2025Ivana Kesić, Carolina Fortuna, Mihael Mohorčič +1Time-Series ClassificationTemporal Graph Neural Networks

  57. Quick ViTs: Speeding up Vision Transformers through Equivariance

    May 21, 2025David Nordström, Johan Edstedt, Fredrik Kahl +1Self-Supervised Vision TransformersVision Transformer

  58. CLIP Embeddings for AI-Generated Image Detection: A Few-Shot Study with Lightweight Classifier

    May 15, 2025Ziyang OuAi-Generated Image DetectionImage Generation

  59. Disassociating performance from compositional feature learning

    May 14, 2025George Dimitriadis, Spyridon SamothrakisOut-Of-DistributionFeature Learning

  60. Comparative Analysis of Lightweight CNNs for Resource-Constrained Devices: Predictive Performance, Efficiency Trade-offs, and Initialization Effects

    May 6, 2025Tasnim ShahriarMobilenetv2Efficientnet Encoder