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. CNN-ViT Fusion with Adaptive Attention Gate for Brain Tumor MRI Classification: A Hybrid Deep Learning Model

    Apr 25, 2026Syed Ibad Hasnain, Muhammad Faris, Hafiza Syeda Yusra Tirmizi +2Hybrid CNN-Transformer ArchitecturesMedical Image Classification

    Department of Biomedical Engineering Hamdard University Karachi, Pakistan. · Department of Biomedical Engineering Sir Syed University Karachi, Pakistan.

  2. Uni-Encoder Meets Multi-Encoders: Representation Before Fusion for Brain Tumor Segmentation with Missing Modalities

    Apr 24, 2026Peibo Song, Xiaotian Xue, Jinshuo Zhang +5Cross-Modality Medical Image SegmentationHybrid CNN-Transformer Architectures

    School of Mathematics, Shandong University · 2GSFS, The University of Tokyo · 3MedVisAI Lab +2

  3. Robust Cross-Domain WiFi Fall Detection via Physics-Driven Attention-Enhanced Transformers

    Apr 23, 2026Yingzhe Wang, Cunhua Pan, Ruijing Liu +4Data AugmentationHybrid CNN-Transformer Architectures

    National Mobile Communications Research Laboratory, Southeast University, Nanjing 210096, China · Department of Computer Science, Brunel University London, UB8 3PH Uxbridge, U.K. · Pervasive Communication Research Center, Purple Mountain Laboratories, Nanjing 211111, China

  4. ConvVitMamba: Efficient Multiscale Convolution, Transformer, and Mamba-Based Sequence modelling for Hyperspectral Image Classification

    Apr 20, 2026Mohammed Q. AlkhatibHybrid CNN-Transformer ArchitecturesHyperspectral Image Classification

    College of Engineering and IT, University of Dubai, Dubai 14143, United Arab Emirates

  5. The CTLNet for Shanghai Composite Index Prediction

    Apr 18, 2026Haibin JiaoMultivariate Time Series ForecastingHybrid CNN-Transformer Architectures

    Independent Researcher

  6. Attention-Gated Convolutional Networks for Scanner-Agnostic Quality Assessment

    Apr 16, 2026Chinmay Bakhale, Anil SaoHybrid CNN-Transformer ArchitecturesMedical Image Analysis

    Indian Institute of Technology, Bhilai, India

  7. Categorize Early, Integrate Late: Divergent Processing Strategies in Automatic Speech Recognition

    Jan 11, 2026Nathan Roll, Pranav Bhalerao, Martijn Bartelds +7Audio Representation LearningHybrid CNN-Transformer Architectures

    Stanford University

  8. DuaDeep-SeqAffinity: Dual-Branch Deep Learning for Tri-Stream Sequence-Based Antibody--Antigen Affinity Prediction

    Dec 26, 2025Aicha Boutorh, Soumia Bouyahiaoui, Manel Kara Laouar +3Hybrid CNN-Transformer ArchitecturesMolecular Property Prediction

    National School of Artificial Intelligence (ENSIA) Sidi Abdallah Campus, Algiers, Algeria · Lamine Debaghine University Hospital Center, CHU Bab El Oued, Algiers, Algeria

  9. Unifying Convolution and Attention via Convolutional Nearest Neighbors

    Nov 18, 2025Mingi Kang, Jeová Farias Sales Rocha NetoHybrid CNN-Transformer ArchitecturesSelf-Attention

    Bowdoin College

  10. Johnson-Lindenstrauss Lemma Guided Network for Efficient 3D Medical Segmentation

    Sep 26, 2025Jinpeng Lu, Linghan Cai, Yinda Chen +4Cross-Modality Medical Image SegmentationImage Segmentation

    University of Science and Technology of China · Dresden University of Technology · Harbin Institute of Technology, Shenzhen

  11. HyDRA: A Hybrid Dual-Mode Network for Closed- and Open-Set RFFI with Optimized VMD

    Jul 16, 2025Hanwen Liu, Yuhe Huang, Yifeng Gong +2Hybrid CNN-Transformer ArchitecturesOpen-Set Recognition

    School of Electronics and Communication Engineering, Sun Yat-sen University, Shenzhen, 518107, China

  12. Cascaded Multi-Scale Attention for Enhanced Multi-Scale Feature Extraction and Interaction with Low-Resolution Images

    Dec 3, 2024Xiangyong Lu, Masanori Suganuma, Takayuki OkataniHybrid CNN-Transformer ArchitecturesObject Pose Estimation

    Graduate School of Information Sciences, Tohoku University. · RIKEN Center for AIP

  13. Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus Images

    May 12, 2024Fatema Tuj Johora Faria, Mukaffi Bin Moin, Pronay Debnath +2Image SegmentationRetinal Vessel Segmentation

    aDepartment of Computer Science and Engineering, Ahsanullah University of Science and Technology, Dhaka, Bangladesh

  14. MCSeg: Pre-training and Fine-tuning Volumetric Pyramid Transformer for Multi-modal Cardiac Image Segmentation

    Date pendingZhiyu Ye, Hairong Zheng, Tong ZhangCross-Modality Medical Image SegmentationHybrid CNN-Transformer Architectures

    State Key Laboratory of Biomedical Imaging Science and System, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China · Pengcheng Laboratory, Shenzhen, China · University of Chinese Academy of Sciences, Beijing, China

  15. FreeTransformSR: Efficient Lightweight Image Super-Resolution via Free Low-Rank Learnable Transform

    Date pendingHongji Li, Yunhui LiHybrid CNN-Transformer ArchitecturesImage Super-Resolution

    Chinese Academy of Sciences Changchun Institute of Optics Fine Mechanics and Physics, Changchun, Jilin 130033, China · University of the Chinese Academy of Sciences, Beijing 100049, China