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. 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

  2. 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

  3. 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

  4. 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

  5. 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

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. 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

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

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

  14. 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

  15. 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

  16. 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

  17. 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

    Australian Regenerative Medicine Institute, Monash University, Melbourne, VIC, Australia · School of Business Law and Entrepreneurship, Swinburne University of Technology, Melbourne, VIC, Australia · department of Business Technology and Entrepreneurship of Swinburne University of Technology, John Street, Hawthorn 3122, VIC, Australia +2

  18. 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

  19. 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

  20. 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

  21. 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

  22. 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

  23. 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

  24. 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

  25. 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

  26. 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

  27. 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

  28. 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

  29. 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

  30. 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