Convolutional Neural Networks

Ask about this field

Recent momentum

emerging

0 papers in the last 28 days · 0.0% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Weekly history

Recent digests

What was published in this field, kept on the site without email delivery.

Period ending 2026-09-21

20 new papers

A weekly snapshot of new work published in Convolutional Neural Networks.

Period ending 2026-09-14

20 new papers

A weekly snapshot of new work published in Convolutional Neural Networks.

Period ending 2026-09-07

11 new papers

A weekly snapshot of new work published in Convolutional Neural Networks.

Inside this field

Focused directions

799 papers

Latest in Convolutional Neural Networks

Browse all topics →
CardsList

  1. Fermat Active Laplace Learning for Semi-Supervised Hyperspectral Image Classification

    Aug 3, 2026Vutichart Buranasiri, James M. MurphyHyperspectral Image ClassificationSemi-Supervised Learning

  2. Does Explainability Transfer? A Controlled Benchmark of Attribution Methods on Vision Transformers and CNNs

    Aug 3, 2026Sathiyamohan Nishankar, Nethmi Pathirana, Pubudu Sanjeewani +2Self-Supervised Vision TransformersVision Transformer

  3. Local Margin Restoration for Test-Time Adaptation of Vision-Language Models

    Aug 3, 2026Yan Huang, Guowei Wang, Xu Wang +2Vision-Language Model AdaptationZero-Shot Inference

  4. SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2)

    Aug 3, 2026Chongjian Wang, Junjie GaoSleep Stage ClassificationSleep

  5. PNEC-Mamba: Prototype-Guided Positive-Negative Evidence Calibration for Hyperspectral Image Classification

    Aug 3, 2026Mingzhen Xu, Can Xu, Di Wang +2Hyperspectral Image ClassificationImage Classification

  6. From Patches to Evidence Balls: Class-Conditioned Evidence Retrieval for Few-Shot Whole Slide Image Classification

    Aug 2, 2026Di Zhang, Li Zhang, Jiashuai Liu +9Whole-Slide ImagesFew-Shot Learning

  7. Opt.Gear Technical Report

    Aug 2, 2026Juneyoung Park, Youngwook KwonWireless Foundation ModelsSmall Language Models

  8. Subtype Robustness Is Not Just Accuracy: Calibration Under Unseen Subtype Shift

    Aug 2, 2026Hanyu Su, Carlota Julbe i Juanola, Yibo HuRecalibrationImagenet

  9. WiFuse: An Attention Mechanism for Human Activity Recognition using Fused CSI Amplitude and Delay-Doppler Channel Features

    Aug 1, 2026Alison M. Fernandes, Hermes I. Del Monego, Bruno S. Chang +3Human Activity RecognitionChannel State Information

  10. Similarity-Aware Machine Unlearning

    Jul 31, 2026Madhavan Citalamangalam Kumaran, Midhun Parakkal Unni, Vicky Kouni +1Machine UnlearningRetraining

  11. CENDRe: Concept Extraction with Natural Domain Representations

    Jul 31, 2026Antonia Holzapfel, Andres Felipe Posada Moreno, Sebastian TrimpeConvolutional Neural NetworksFrequency

  12. Rethinking Pretraining for Specialized Design Data: Evidence from the JONES-19 Cultural Design Dataset

    Jul 31, 2026Alexandros Haridis, Charles ZhouModel PretrainingConvolutional Neural Networks

  13. Deep Learning for Cyber Threat Detection and Mitigation in Healthcare-IoT

    Jul 31, 2026Mirza AkhiInternet Of ThingDenial-Of-Service Attacks

  14. Locally Consistent Transductive Information Maximization for Few-Shot Remote Sensing Scene Classification

    Jul 31, 2026Karim El Khoury, Benoît Gérin, Benoît Macq +1Remote SensingTransductive Active Labeling

  15. Persistent Convolution: A Topological Framework for AI Alignment Testing and Semantic Space Characterization

    Jul 31, 2026Tyler Ashoff, Jordan RoduArtificial Intelligence AlignmentMultimodal Alignment

  16. Classification of COVID-19 cases from chest CT volumes using hybrid model of 3D CNN and 3D MLP-Mixer

    Jul 31, 2026Masahiro Oda, Tong Zheng, Yuichiro Hayashi +5Covid-19Computed Tomography Dataset

  17. LegoQ: Density-Matrix Representation Learning with Spectral-Spatial State Transitions for Hyperspectral Classification

    Jul 31, 2026Weijia Cao, Xiaofei Yang, Fu Wang +2Hyperspectral Image ClassificationHyperspectral Imaging

  18. Automated classification method of COVID-19 cases from chest CT volumes using 2D and 3D hybrid CNN for anisotropic volumes

    Jul 31, 2026Masahiro Oda, Tong Zheng, Yuichiro Hayashi +5Computed Tomography DatasetCovid-19

  19. Domain-Adaptive Deep Joint Source-Channel Coding for Image Classification

    Jul 31, 2026Yishen Li, Xuechen Chen, Xiaoheng Deng +1Domain AdaptationSource-Channel Coding

  20. MixFrag: Fragility-Guided Mixed-Precision Post-Training Quantization for Vision Transformers

    Jul 30, 2026Md. Mehrab Hossain Opi, Robiul Islam Ryad, Md. Umar FarukMixed-Precision QuantizationSelf-Supervised Vision Transformers

  21. Kohn-Sham Spectral Embedding on Sparse Graphs at the Nishimori Temperature for Image Classification

    Jul 30, 2026V. S. Usatyuk, D. A. Sapozhnikov, S. I. EgorovFeature LearningImage Classification

  22. MSCM-net: A hyperspectral image classiffcation method based on multi-scale convolution and Mamba

    Jul 30, 2026Jianjun Chen, Linlin Wang, Lifang Chang +4Hyperspectral Image ClassificationHyperspectral Imaging

  23. Scaling Vision-Language Models Is Not Enough to Mitigate Bias

    Jul 30, 2026Ioannis Sarridis, Ioannis Kompatsiaris, Symeon PapadopoulosEvaluation BenchmarksImplicit Bias

  24. What Makes Deep Learning Work for Traditional Chinese Medicine Tongue Diagnosis? A Comprehensive Ablation Study

    Jul 30, 2026Longxia Gao, Linan Wang, Yuhe Han +3Medical Image ClassificationDeep Learning

  25. Convolutional Neural Shading for High-Quality 3D Reconstruction from Multi-View Images

    Jul 30, 2026Juheon Hwang, Taewan Kim, Heeseok Oh +13D ReconstructionNeural Rendering

  26. DS@GT ARC at ImageCLEFmedical 2026: Architectural Diversity for Concept Detection and Foundation-Model Scaling for Caption Prediction in Medical Image Analysis

    Jul 30, 2026Bowen Wang, Youwen Zhang, Ritesh MehtaMedical ImagingResnet-18

  27. IGME: Efficient Chained Method Ensemble for Transferable Semantic Segmentation Attacks

    Jul 29, 2026Mengqi He, Jing ZhangAdversarial TransferabilityTransferable Attack

  28. CoCaRS: Correlation Calibration-Based Redundancy Suppression for Heterogeneous Knowledge Distillation

    Jul 29, 2026Fengming Yu, Haiwei Pan, Kejia Zhang +3Knowledge DistillationTeacher-Student Log-Probability Gap

  29. Multimodal fusion of visual and morphometric features for avian bone classification

    Jul 29, 2026Nevio Dubbini, Lisa Yeomans, Marco Pavia +4Animal Re-IdentificationKey Vertebral Morphometry Variables

  30. Online Handwriting Trajectory Reconstruction from Kinematic Sensors using Temporal Convolutional Network

    Jul 29, 2026Wassim Swaileh, Florent Imbert, Yann Soullard +2Handwritten Text RecognitionHandwriting

  31. Do EEG Foundation Models Transfer to Speech? A Benchmark on Overt and Imagined Speech Decoding

    Jul 29, 2026Owais Mujtaba Khanday, Mohamed Baha Ben Ticha, Sanae Belfrouh +2Electroencephalography Foundation ModelsSpeech Large Language Models

  32. Classification of Disease from Lungs X-ray Images using VGG16, VGG19 and ResNet50 Models

    Jul 29, 2026Nand Lal Yadav, Rajesh Kumar, Satyendra Singh +1Chest X-RayResnet-18

  33. Representation Trajectories Matters: Complementary Evidence for OOD Detection and Image Classification

    Jul 29, 2026Ignacio M. De la Jara, Cristian Rodriguez-Opazo, Hamed Damirchi +2Out-Of-Distribution DetectionVision Foundation Models

  34. LLM-Guided Initialization for Accelerated Hybrid Quantum-Classical Medical Image Classification

    Jul 29, 2026Riza Alaudin Syah, Irwan Alnarus Kautsar, Haza Nuzly Bin Abdull HamedQuantum Neural NetworksMedical Image Classification

  35. Interpretable Image-Level Acne Severity Grading via EfficientNet-B0 Transfer Learning and Grad-CAM

    Jul 29, 2026Sophie Zeng, Sean Kalaycioglu, Collin Hong +1Skin Lesion ClassificationEfficientnet Encoder

  36. Lightweight Image Classification of Raptor Species for Edge Devices: Rare-Species Dataset Expansion via Video Frame Extraction, Knowledge Distillation, and TensorRT Deployment

    Jul 28, 2026Takeshi NishikawaEfficientnet EncoderImage Classification

  37. Impact Detection in Fall Events: Leveraging Spatio-Temporal Graph Convolutional Networks and Recurrent Neural Networks Using 3D Skeletons Data

    Jul 28, 2026Tresor Y. Koffi, Youssef Mourchid, Mohammed Hindawi +1Temporal Graph Neural NetworksSkeleton

  38. Using Data-Derived Priors to Guide CNN Architecture Design for NIR Chemometrics

    Jul 28, 2026Dário PassosConvolutional Neural NetworksHyperparameter Optimization

  39. OrthKD: Extracting Generalized Clinical Knowledge from Heterogeneous Teachers for Lightweight Deployment

    Jul 28, 2026Yi Xu, Cheng Chen, Mufan CaoRetinal ImagingTeacher

  40. Are the High-weight Neurons the Important Ones in Image Classification Neural Networks?

    Jul 28, 2026Qitao Chen, Dongfu Yin, F. Richard YuImportanceNeural Network

  41. Inferring Missing Trajectory Data with Temporal Convolutional Networks

    Jul 27, 2026Ilinca Tiriblecea, Gabriel TuriniciTemporal Convolutional NetworksTrajectory Prediction

  42. Deep Label-Wise Attentive Temporal Convolutional Networks Improve Medical Coding

    Jul 27, 2026Muhammed Yavuz Nuzumlalı, Alexander Fabbri, Irene Li +1Temporal Convolutional NetworksInternational Classification Of Disease Codes

  43. Analysis of the Shortcut Learning and Clever Hans Effect in CNN based ECG Image Classification

    Jul 27, 2026Abhay Kumar Pathak, Mrityunjay Chaubey, Manjari Gupta +1Electrocardiogram ClassificationAtrial Fibrillation

  44. Learning to Resolve Neutron Resonances with Fully Convolutional Neural Networks

    Jul 27, 2026Nataly R. Panczyk, Athanasios Stamatopoulos, Josef Svoboda +1Nuclear DataConvolutional Neural Networks

  45. Attribution and Uncertainty Behavior of Learned Residual Gyro Correction for Gyro-Stellar Estimation

    Jul 27, 2026Mariela De Lucas Álvarez, Melvin Laux, Arthur de Freitas Precht +4State EstimationConvolutional Neural Networks

  46. Automated ECG Interval Measurement and Wave Delineation Using Fast Fourier Convolution ResNet

    Jul 27, 2026Farhan Adam Mukadam, Harshit Mishra, Nachiket Makwana +3Pediatric-Adult Electrocardiogram AlignmentDelineation

  47. Eliminating Propagation Delay: Attention-Based Spatial-Temporal Fusion Graph Convolution Network for Traffic Flow Prediction

    Jul 27, 2026Jinpeng Chen, Ziyu Yu, Tao Wang +5Temporal Graph Neural NetworksAccurate Traffic Forecasting

  48. Exploring Budgeted Image Classification with Content-Sensitive Resource Allocation

    Jul 27, 2026Athanasios G. PapadopoulosImage ClassificationDecisions

  49. Color Fundus Photography Analysis: Co-evolution of Data, Preprocessing, and Modeling toward Multimodal AI

    Jul 27, 2026Yu Li, Wengan He, Wenhui Xu +7Fundus ImagesMultimodal Clinical Data

  50. Consistent Evidence, Robust Recognition: Faithful Attribution Regularization under Geometric Transformations

    Jul 26, 2026Xianghao Jiao, Ruoyu Chen, Wei Wang +6Training Data AttributionAttention-Guided Transunet

  51. WGDnet: Wishart-guided Geometric-aware Deep Network for PolSAR Image Classification

    Jul 26, 2026Junfei Shi, Haojia Zhang, Yu Cheng +1Synthetic Aperture RadarGeometric Deep Learning

  52. Direction-adaptive Mamba: Spatial-Frequency Dual-Domain Collaborative Learning for PolSAR Image Classification

    Jul 26, 2026Junfei Shi, Yu Cheng, Haojia Zhang +3Bidirectional MambaFeature Pyramid Networks

  53. Investigating the Visual Cues of CNNs for Vascular Segmentation: A Case Study in Microscopy and Fundus Imaging

    Jul 25, 2026Weslley dos Santos Silva, Cesar Henrique CominRetinal Vessel SegmentationFundus Images

  54. AdaKAN: A dual-branch adaptive Kolmogorov-Arnold network for medical image segmentation

    Jul 24, 2026Dalia Alzu'bi, Deep Bhattacharyya, Ali Ayub +1Medical Image SegmentationConvolutional

  55. Twins: Learn to Predict Unified Representations with Focal Loss

    Jul 24, 2026Kaixiong Gong, Xin Cai, Bin Lin +9Unified Multimodal ModelsMultimodal Diffusion Transformers

  56. Small, Bias-Free, Blind and Convolutional Denoiser: A compact ConvNeXt U-Net for blind Gaussian color-image denoising

    Jul 24, 2026Nikolas MarkouImage DenoisingU-Net

  57. CARDIAG: A Dense Segment Classification Benchmark of Deep Learning Architectures for Coronary Angiography

    Jul 24, 2026Dominik Bernard Lau, Hubert Malinowski, Jerzy Szyjut +5Coronary AngiographyCongenital Heart Disease

  58. Predicting the Outcome of rTMS Depression Therapy using EEG Signals and CNN

    Jul 24, 2026Wael Korani, Md Fahimul Kabir Chowdhury, Sadam AlQadi +3Depression DetectionDeep Learning

  59. Rethinking Multi-Branch and Cross-Backbone Fusion for Vehicle Re-Identification under Foundation-Model Pretraining

    Jul 24, 2026Yu Wang, Hongyu YangRe-IdentificationResnet-18

  60. Toward High-Fidelity 3D Point-Cloud Learning for Brain Folding Morphology Prediction Using Trans-Unet

    Jul 23, 2026Geran Zhao, Xiaotian Li, Poorya Chavoshnejad +4Certified Point-CloudU-Net