Hybrid CNN-Transformer Architectures

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7 papers in the last four weeks, up 17% on the four weeks before. 0.1% of all new papers.

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  1. Cropland PAtteRNS: Parallel Dimensional Attention Networks and Attention to Dataset Disparity for Crop Segmentation in Satellite Imagery Time Series Data

    Sep 29, 2026Joseph Metcalfe, Sara Sharifzadeh, Fabio CaraffiniRemote Sensing Image SegmentationAgricultural Remote Sensing

    Department of Computer Science, Swansea University, Swansea, SA1 8EN, United Kingdom

  2. Lightweight Vision Transformer-Based U-Net for Brain Tumor Segmentation from MRI

    Sep 24, 2026Sheekar Banerjee, Md. Srabon Chowdhury, Md. Mahbub Hasan Akash +1Hybrid CNN-Transformer ArchitecturesVision Transformer

    Department of CSE, IUBAT, Dhaka, Bangladesh

  3. LiAuto-MindViT: A Hybrid Vision Backbone with Adaptive Bidirectional Mamba

    Sep 21, 2026Lifu Mu, Shuai Chen, Wen Zheng +7Hybrid CNN-Transformer ArchitecturesVisual SSMs

    Li Auto Inc. · University of Science and Technology of China

  4. MECT: Mixture of Experts with CNN-Transformer Network for Speaker verification

    Sep 21, 2026Yu Zheng, Jinghan Peng, ChangHao Zhang +2Speaker VerificationHybrid CNN-Transformer Architectures

    Machine Intelligence, Ant Group, Shanghai, China

  5. A Lightweight CNN Integrated Compact Convolutional Transformer for Multi-Scale Feature Learning and reducing computational complexity for breast cancer mammography image detection and classification

    Sep 16, 2026Md Taimur Ahad, Ainuddin AhmedHybrid CNN-Transformer ArchitecturesMedical Image Classification

    Department of Management North South University, Dhaka, Bangladesh

  6. Schizophrenia Detection from EEG Signals: A Transformer Framework with Spectrogram Representation

    Sep 12, 2026Abtin Shafiei, Mohsen Hooshmand, Majid RamezaniElectroencephalographyHybrid CNN-Transformer Architectures

    Department of Computer Sciences and Information Technology Institute for Advanced Studies in Basic Sciences Zanjan, Iran

  7. TriCCOT: Tri-part Convolutional Conformal Transformer for Onboard Space Object Detection

    Sep 8, 2026Adrien Dorise, Marjorie Bellizzi, Julia Cohen +1Hybrid CNN-Transformer ArchitecturesObject Detection

    Centre National d’Etudes Spatiales, CNES Toulouse, France · IRT Saint-Exupéry Toulouse, France

  8. Swin Meets EfficientNet: Lightweight Architectures for GAN-Based Face Forensics

    Sep 1, 2026Sejuti Basu, Ashima Sood, Vijay Kumar +1Hybrid CNN-Transformer ArchitecturesEfficient ViTs

    International Institute of Information Technology, Bangalore, India · School of Computing, Engineering, and Intelligent Systems, Ulster University, Londonderry, United Kingdom · Department of Information Technology, Dr B R Ambedkar National Institute of Technology Jalandhar, Punjab, India

  9. U-PAST: A Phase-Aware Audio Spectrogram Transformer-U-Net for Single-Channel Speech Enhancement

    Aug 31, 2026Cao Duong Ly, Jörn AnemüllerHybrid CNN-Transformer ArchitecturesSpeech Enhancement

    Department of Medical Physics and Acoustics Carl von Ossietzky University Oldenburg Oldenburg, Germany 26129

  10. Seasonality-Aware Hybrid Convolutional Transformer for Antarctic Sea Ice Concentration Forecasting

    Aug 31, 2026Danyang Li, John Taylor, Thang Bui +1Hybrid CNN-Transformer ArchitecturesTime Series Forecasting

    School of Computer Science, Australian National University, Canberra, ACT 2601, Australia · Yau Mathematical Sciences Center, Tsinghua University, Beijing, China

  11. Federated Multi-Task Learning for Bladder Tumor Segmentation and MIBC Classification Using a Hybrid CNN-Transformer Architecture

    Aug 31, 2026Malhar Udmale, Divyanshu Dwivedi, Aarohi Dhand +3Hybrid CNN-Transformer ArchitecturesMulti-Task Learning

    Indian Institute of Information Technology Allahabad, Prayagraj, India · Manipal University Jaipur, Jaipur, India · Norwegian University of Science and Technology, Trondheim, Norway

  12. UniCon-Former: Unified Convolution Transformer is All You Need for Hand Gesture Recognition

    Aug 13, 2026Mallika Garg, Debashis Ghosh, Pyari Mohan PradhanHybrid CNN-Transformer ArchitecturesEfficient ViTs

    Indian Institute of Technology Kharagpur, INDIA · Indian Institute of Technology Roorkee, INDIA

  13. CRHT: A Continuous Regression Hybrid Transformer for Vessel Trajectory Prediction with Online Cluster Sampling

    Aug 10, 2026Alexander Schiøtz, Bertram Hage, Christian Rand +2Hybrid CNN-Transformer ArchitecturesVessel Trajectory Prediction

    Technical University of Denmark Anker Engelunds Vej 101 2800 Kongens Lyngby, Denmark

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

    Aug 3, 2026Chongjian Wang, Junjie GaoSleep Stage ClassificationHybrid CNN-Transformer Architectures

    School of Mathematics and Systems Science, Shandong University of Science and Technology, Qingdao 266590, Shandong, China · School of Artificial Intelligence, Shandong Women’s University, Jinan 250352, Shandong, China

  15. Neonatal Hypoxic-ischaemic Encephalopathy Classification from the EEG and HRV Signals Using a Conformer based Masked Autoencoder

    Jul 26, 2026Shuwen Yu, William P Marnane, Geraldine B. Boylan +1ElectroencephalographyMasked Autoencoders

    Department of Electrical & Electronic Engineering, School of Engineering and Architecture, University College Cork, Cork, Ireland · INFANT Research Centre, University College Cork, Cork, Ireland · Pediatrics and Child Health, University College Cork, Cork, Ireland

  16. Multimodal Surface EMG Hand Gesture Recognition Using Query-Based Transformers for Prosthetic Control

    Jul 24, 2026Federico Del Pup, Elisa Tentori, Manfredo AtzoriEMG-Based Gesture RecognitionHybrid CNN-Transformer Architectures

    Department of Information Engineering, University of Padua, Padua, 35131, Italy · Padova Neuroscience Center, University of Padua, Padua, 35129, Italy · Department of Biomedical Sciences, University of Padua, Padua, 35131, Italy +2

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

    Jul 24, 2026Yu Wang, Hongyu YangVision Foundation ModelsHybrid CNN-Transformer Architectures

    Huahuan (Yunnan) Technology Co., Ltd., Yunnan, China

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

    Jul 23, 2026Shengkui Zhao, Zexu Pan, Haoxu Wang +3Hybrid CNN-Transformer ArchitecturesFrequency-Domain Feature Learning

    Token Foundry, Alibaba Group, Singapore

  19. SHFormer: Dynamic Spectral Filtering Convolutional Neural Network and High-pass Kernel Generation Transformer for Adaptive MRI Reconstruction

    Jul 22, 2026Sriprabha Ramanarayanan, Rahul G. S., Mohammad Al Fahim +3Hybrid CNN-Transformer ArchitecturesFrequency-Domain Feature Learning

    Healthcare Technology Innovation Centre, IITM, India · Department of Electrical Engineering, Indian Institute of Technology Madras (IITM), India · GE John F Welch Technology Center, GE Healthcare, India

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

    Jul 17, 2026Gaurav Sharma, Eungjoo LeeEfficient Neural Network InferenceHybrid CNN-Transformer Architectures

    College of Information Science, University of Arizona, Tucson, AZ, USA · Department of Electrical and Computer Engineering, University of Arizona, Tucson, AZ, USA

  21. LSTrans: Efficient Knowledge Transfer for Lightweight and Automated ECG Classification

    Jul 12, 2026Yi Zhao, Jiajun Gao, Chenyang Xu +2Efficient Neural Network InferenceHybrid CNN-Transformer Architectures

    School of Mechano-Electronic Engineering · Xidian University · Xi’an, China +5

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

    Jul 10, 2026Gabriel Mahuas, Victoria Shevchenko, Ugo Tanielian +2Contrastive LearningHybrid CNN-Transformer Architectures

    Sigma Nova Paris, France · Goethe University Frankfurt Frankfurt, Germany

  23. XRFormer: Multiscale Tokenization for XRF Representation Learning

    Jul 7, 2026Sofiane Daimellah, Sylvie Le Hégarat-Mascle, Clotilde BoustRepresentation LearningHybrid CNN-Transformer Architectures

    Université Paris-Saclay, Gif-sur-Yvette, France · Centre de Recherche et de Restauration des Musées de France, Paris, France

  24. ThreatVisionAI: A Hybrid CNN-ViT Framework for Image-Based Malware Classification

    Jul 4, 2026Allyson Taylor, Prashanth BusiReddyGariHybrid CNN-Transformer ArchitecturesMalware Classification

    Department of Mathematics & Computer Science University of North Carolina Pembroke

  25. FlexViT: A Flexible FPGA-based Accelerator for Edge Vision Transformers

    Jun 30, 2026Hubert Dymarkowski, Xingjian Fu, Rappy Saha +2Hybrid CNN-Transformer ArchitecturesEdge Inference

    School of Computing Science, University of Glasgow, Scotland, UK

  26. Hybrid Unet-Transformer Model for Generating Stress and Strain Fields from Composite Geometrics

    Jun 30, 2026Shrey PatelNeural Surrogate ModelingHybrid CNN-Transformer Architectures

    University of Maryland-College Park United States of America

  27. HTC-SGA Former: A Hybrid Transformer-CNN Network with Self-Guided Attention and a New Boundary-Weighted Adaptive Loss for Coronary DSA Vessel Segmentation

    Jun 29, 2026Rayan Merghani Ahmed, Marwa Omer Mohammed Omer, Mohamed Elmanna +3Medical ImagingCoronary Angiography

    Shenzhen Institutes of Advanced Technology (SIAT), Chinese Academy of Sciences (CAS), Shenzhen, 518055, China · University of Chinese Academy of Sciences (UCAS), Beijing, 101408, China · Department of Biomedical Engineering and Systems, Faculty of Engineering, Cairo University, Cairo, 12613, Egypt

  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. From Convolution to Transformer: A Comparative Study of U-Net Variants for Brain Tumor and Retinal Vessel Segmentation

    Jun 20, 2026Khoa Pham, Sindhuja Penchala, Jiacheng Li +2Retinal Vessel SegmentationHybrid CNN-Transformer Architectures

    Mississippi State University · The University of Alabama

  30. CSWinUNETR: Segmentation of Thin Anatomical Structures in Medical Images

    Jun 18, 2026Junho Moon, Haejun Chung, Ikbeom JangHybrid CNN-Transformer ArchitecturesEfficient Attention

    Hanyang University, Seoul, Republic of Korea · Hankuk University of Foreign Studies, Yongin, Republic of Korea

  31. BrainFusionNet: a deep learning and XAI model to understand local, global, and sequential features of MRI images for improved brain tumour detection

    Jun 17, 2026Md Taimur Ahad, Bo Song, Yan LiHybrid CNN-Transformer ArchitecturesExplainable Medical Image Analysis

    School of Mathematics, Physics and Computing, University of Southern Queensland, Toowoomba, QLD 4350, Australia · School of Engineering, University of Southern Queensland, Toowoomba, QLD 4350, Australia

  32. Protein-Based Fish Species Identification: Dataset, Models, and Insights from Native Bangladeshi Fish

    Jun 16, 2026Md Nasiat Hasan Fahim, Md. Abid Ullah Muhib, Mohammad Shahidur RahmanHybrid CNN-Transformer ArchitecturesProtein Language Models

    Shahjalal University of Science and Technology, Sylhet

  33. Enhancing Precision Agriculture with a Hybrid Deep Learning Framework for Multi-Class Plant Disease Classification and Interpretability

    Jun 13, 2026Hasibul Islam Sufi, Ridam Roy, Shayla Alam Setu +1Plant Disease ClassificationHybrid CNN-Transformer Architectures

    Department of Computer Science and Engineering, Daffodil International University, Dhaka 1216, Bangladesh

  34. FAConformer: Frequency-Aware Convolutional Transformer for Auditory Attention Decoding

    Jun 12, 2026Ziwei Wang, Xingyi He, Tianwang Jia +2Hybrid CNN-Transformer ArchitecturesNeural Decoding

    Hubei Key Laboratory of Brain-inspired Intelligent Systems, School of Artificial Intelligence and Automation, Huazhong University of Science and Technology, Wuhan 430074, China

  35. Clay-CNN Hybrids: Leveraging Geospatial Foundation Models as Auxiliary Context for Landslide Detection

    Jun 12, 2026Huong Binh VuRemote Sensing Image SegmentationHybrid CNN-Transformer Architectures

    Harvard University, Cambridge, MA 02138 USA

  36. Binary Black Hole Parameter Estimation with Hybrid CNN-Transformer Neural Networks

    Jun 11, 2026Panagiotis N. Sakellariou, Spiros V. Georgakopoulos, Sotiris Tasoulis +1Gravitational-Wave AstronomyHybrid CNN-Transformer Architectures

    Department of Mathematics, University of Thessaly, 3rd km. Old National Road Lamia-Athens, Lamia, 35100, Greece · Department of Computer Science and Biomedical Informatics, University of Thessaly, 35100, Greece

  37. PENet+: A Lightweight Residual Transformer Framework for Efficient Image Steganalysis

    Jun 9, 2026Jincheol AN, Dongsu Kim, Haneol Jang +1Efficient Neural Network InferenceHybrid CNN-Transformer Architectures

    Department of Artificial Intelligence, Chung-Ang University, Seoul, Korea · Hanbat National University, Department of Computer Engineering, 125, Dongseo-daero, Yuseong-gu, Daejeon, 34158, Korea · 3SNUAILAB, Seoul, Korea

  38. Towards Robust Arabic Speech Emotion Recognition with Deep Learning

    Jun 9, 2026Youcef Soufiane Gheffari, Samiya SilarbiHybrid CNN-Transformer ArchitecturesSpeech Emotion Recognition

    aADASCA Laboratory – Advanced Data Science and Cognitive Applications, Université des Sciences et de la Technologie d’Oran Mohamed Boudiaf (USTO-MB), Oran, Algeria

  39. BMCR: Adaptive Backbone Module Composition via Reinforcement Learning for Remote Sensing Object Detection

    Jun 4, 2026Wenlin Liu, Xikun Hu, Ping ZhongReinforcement LearningDynamic Neural Networks

    College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China

  40. EEG-FuseFormer: A Transformer-Driven Feature Fusion Framework for Seizure Onset Prediction

    Jun 1, 2026Vigneshwar Hariharan, Chithra Reghuvaran, Arlene John +4ElectroencephalographyEEG Seizure Detection

    National University of Singapore · University College Dublin · University of Twente +1

  41. LALE: Lightweight-Transformer Architecture for Land-Cover Estimation

    Jun 1, 2026Ümit Mert Çağlar, Alptekin TemizelRemote Sensing Image SegmentationHybrid CNN-Transformer Architectures

    Graduate School of Informatics, METU, Ankara, Turkey

  42. AMN: An Adaptive Multi-Scale Fusion Network with Boundary and Uncertainty Modeling for Nuclei Segmentation

    May 31, 2026Spoorthi M, Suja PalaniswamyHistopathology Image SegmentationHybrid CNN-Transformer Architectures

    Department of Computer Science & Engineering, Amrita School of Computing, Bengaluru, Amrita Vishwa Vidyapeetham, India

  43. PolSAR Image Classification using a Hybrid Complex-Valued Network (HybridCVNet)

    May 29, 2026Mohammed Q. AlkhatibHybrid CNN-Transformer ArchitecturesComplex-Valued Neural Networks

  44. ConTrans: Learning Text-enhanced Local-global Temporal Representations for Zero-shot Temporal Action Localization

    May 29, 2026Kanchan Keisham, Thenukan Pathmanathan, Thangarajah AkilanZero-Shot LearningHybrid CNN-Transformer Architectures

    Vellore Institute of Technology, India · Lakehead University, Canada

  45. SwInception -- Local Attention Meets Convolutions

    May 28, 2026David Hagerman, Roman Naeem, Jakob Lindqvist +3Hybrid CNN-Transformer ArchitecturesEfficient ViTs

    Chalmers University of technology, 412 96 Gothenburg, Sweden · Zenseact, Lindholmspiren 2, 417 56 Gothenburg, Sweden

  46. Accelerating HEVC Intra Partitioning via a CNN-Hierarchical Attention Transformer Hybrid

    May 27, 2026Krishna Kumar Sharma, Somdyuti PaulEfficient Neural Network InferenceHybrid CNN-Transformer Architectures

    Department of Artificial Intelligence, Indian Institute of Technology Kharagpur, Kharagpur, West Bengal 721302, India

  47. A Two-Scan Deep Learning Model for Predicting Dementia in Mild Cognitive Impairment

    May 27, 2026Sara Fin, Alireza Moayedikia, David J. White +2Hybrid CNN-Transformer ArchitecturesLongitudinal Medical Image Analysis

    The Maersk Mc-Kinney Møller Institute, University of Southern Denmark, Odense, Denmark

  48. ChWDTA: Channel-wise Wavelet-Domain Transformer Attention and Entropy Modeling for Learned Image Compression

    May 27, 2026Haisheng Fu, Runyu Yang, Feng Ding +5Learned Image CompressionHybrid CNN-Transformer Architectures

    Electrical and Computer Engineering Department, The University of British Columbia, Vancouver, BC, Canada · School of Engineering Science, Simon Fraser University, Burnaby, BC, Canada · School of Electronic Science and Technology, Eastern Institute of Technology, Ningbo, China +1

  49. CNNs, Transformers, Hybrid, and Vision Language Models for Skin Cancer Detection

    May 25, 2026Durjoy Dey, Yuhong Yan, Hassan HajjdiabHybrid CNN-Transformer ArchitecturesVision Transformer

    Department of Computer Science and Software Engineering, Concordia University, Montreal, Canada · Ebovir Biotechnologie Inc., Montreal, Canada

  50. Benchmarking Convolutional, Transformer, Hybrid, and Vision Language Models for Multi Disease Retinal Screening

    May 25, 2026Durjoy Dey, Aymane Ajbar, Yuhong YanHybrid CNN-Transformer ArchitecturesVision Transformer

    Department of Computer Science and Software Engineering Concordia University Montreal, QC, Canada · Ebovir Biotechnologie Inc. Montreal, QC, Canada

  51. HRVConformer: Neonatal Hypoxic-Ischemic Encephalopathy Classification from the Heart Rate signals

    May 25, 2026Shuwen Yu, William P Marnane, Geraldine B. Boylan +1Hybrid CNN-Transformer Architectures

    Department of Electrical & Electronic Engineering, School of Engineering and Architecture, University College Cork, Cork, Ireland · INFANT Research Centre, University College Cork, Cork, Ireland · Pediatrics and Child Health, University College Cork, Cork, Ireland

  52. TinyFormer: Preserving Tiny Objects in YOLO-DETR Hybrid Real-time Detectors

    May 24, 2026Jun-Wei Hsieh, Meng-Yu Kao, Ghufron Wahyu Kurniawan +1Hybrid CNN-Transformer ArchitecturesSmall Object Detection

    College of Artificial Intelligence, National Yang Ming Chiao Tung University, Taiwan · 2Mitsubishi Electric Research Laboratories

  53. Long-horizon prediction of three-dimensional wall-bounded turbulence with CTA-Swin-UNet and resolvent analysis

    May 18, 2026Bo Chen, Yitong Fan, Jie Yao +1Long-Term Time Series ForecastingHybrid CNN-Transformer Architectures

    School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China · School of Interdisciplinary Science, Beijing Institute of Technology, Beijing 100081, China

  54. Vision Transformer-Conditioned UNet for Domain-Adaptive Semantic Segmentation

    May 12, 2026Joel Valdivia Ortega, Tingying Peng, Marion JasninHybrid CNN-Transformer ArchitecturesVision Foundation Model Adaptation

    Helmholtz AI, Helmoltz Munich, Neuherberg, Germany · Helmholtz Pioneer Campus, Helmholtz Munich, Neuherberg, Germany · School of Computation, Information and Technology, TUM, Garching, Germany +1

  55. USEMA: a Scalable Efficient Mamba Like Attention for Medical Image Segmentation

    May 11, 2026Elisha Dayag, Nhat Thanh Tran, Jack XinImage SegmentationHybrid CNN-Transformer Architectures

    University of California Irvine, Irvine CA 92697

  56. InfiltrNet: Dual-Branch CNN-Transformer Architecture for Brain Tumor Infiltration Risk Prediction

    May 4, 2026S M Asif Hossain, Shruti KshirsagarHybrid CNN-Transformer ArchitecturesMedical Image Analysis

    School of Computing, Wichita State University, Wichita, Kansas, USA

  57. Deep neural networks with Fisher vector encoding for medical image classification

    May 3, 2026Lucas O. Lyra, Antonio E. Fabris, Joao B. FlorindoHybrid CNN-Transformer ArchitecturesMedical Image Classification

    Institute of Mathematics and Statistics of the University of Sao Paulo, Rua do Matao, 1010, Sao Paulo, 05508-090, Sao Paulo, Brazil · Institute of Mathematics, Statistics and Scientific Computing of the University of Campinas, Rua Sergio Buarque de Holanda, 651, Campinas, 13083-859, Sao Paulo, Brazil

  58. CNN-based Multi-In-Multi-Out Model for Efficient Spatiotemporal Prediction

    May 2, 2026Hyeonseok JinEfficient Neural Network InferencePrecipitation Forecasting

    Department of Artificial Intelligence Convergence, Graduate School, Chonnam National University

  59. A Synergistic CNN-Transformer Network with Pooling Attention Fusion for Hyperspectral Image Classification

    Apr 26, 2026Peng Chen, Wenxuan He, Feng Qian +2Hybrid CNN-Transformer ArchitecturesTransformer Attention

    College of Engineering, Shantou University, Shantou, 515063, Guangdong, China · School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan, 430074, Hubei, China · Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun, 130033, Jilin, China +2

  60. Interpretable Physics-Informed Load Forecasting for U.S. Grid Resilience: SHAP-Guided Ensemble Validation in Hybrid Deep Learning Under Extreme Weather

    Apr 26, 2026Md Abubakkar, Sajib Debnath, Md. Uzzal MiaHybrid CNN-Transformer ArchitecturesTime Series Forecasting

    Dept. of Computer Science, Midwestern State University, Dallas, TX, USA · O&M Analytics, AES Clean Energy, The AES Corporation, Louisville, CO, USA · Dept. of Information and Communication Engineering, Pabna University of Science and Technology, Bangladesh