Cnn-Transformer Tradeoff

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5 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. RT-Super: Learning Tumor Segmentation from Longitudinal Images and Reports

    Sep 28, 2026Pedro R. A. S. Bassi, Wenxuan Li, Hanxue Gu +11Tumor SegmentationLongitudinal Imaging

    Johns Hopkins University · Harvard Medical School · Massachusetts General Hospital +4

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

    Sep 21, 2026Yu Zheng, Jinghan Peng, ChangHao Zhang +2SpeakerCnn-Transformer Tradeoff

    Machine Intelligence, Ant Group, Shanghai, China

  3. 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 AhmedMammographyCnn-Transformer Tradeoff

    Department of Management North South University, Dhaka, Bangladesh

  4. Balancing Trial and Reorder: A Hybrid Sequential Transformer-GBDT Ranker for On-Demand Delivery

    Sep 14, 2026Marcel Kurovski, Attila Nagy, Steffen Klempau +1User ModelingConceptual Reorganization

    Wolt (DoorDash, Inc.) · Munich, Germany · Berlin, Germany +1

  5. Sub-6 GHz Over-the-Air AMC via Curriculum Fine-Tuned CNN-Transformers

    Sep 7, 2026Nurettin Safak, Muhammet Sefa Demirel, Alperen Marasli +3Reconfigurable Intelligent SurfacesHybrid Transformer

    Department of Electrical and Electronics Engineering, Ankara Yildirim Beyazit University, Ankara, Turkey

  6. Beyond Accuracy: Quantifying Pulmonary Attribution in Anatomy-Guided Chest X-Ray Classification Under Domain Shift

    Aug 31, 2026Abdullah Al Mamun, Md. Nasif Osman Khansur, Md Ashraful Hossen Akash +2Chest X-RayCnn-Transformer Tradeoff

    Department of Computer Science and Engineering, Rajshahi University of Engineering & Technology (RUET), Kazla, Rajshahi 6204, Bangladesh · Elite Research Lab LLC, New York, USA · Faculty of Information Science and Technology, Multimedia University, Melaka, Malaysia +1

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

    Jul 29, 2026Mengqi He, Jing ZhangEfficient Semantic SegmentationSemantic Segmentation

    School of Computing, College of Systems & Society · The Australian National University, Canberra, ACT, Australia

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

    Jul 17, 2026Gaurav Sharma, Eungjoo LeeHyperspectral ImageCnn-Transformer Tradeoff

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

  9. SpikeDS: Dual Sparsity Spikformer for Perineural Invasion Prediction in 3D MRI

    Jul 13, 2026Induk Um, Youngung Han, Kyeonghun Kim +14Time-To-First-SpikeSparsity

    Chung-Ang University, Seoul, Republic of Korea · Seoul National University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea +5

  10. Adaptive Routing for Efficient Diffusion Transformer-Based PNI Prediction

    Jul 13, 2026Youngung Han, Dohyun Kweon, Kyeonghun Kim +15Cnn-Transformer TradeoffCholangiocarcinoma

    Seoul National University, Seoul, Republic of Korea · Kyung Hee University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea +5

  11. Token-Based Dual-view Fusion and Adaptation of Large Vision Models for Breast Cancer Classification

    Jul 7, 2026Aysan Ghayouri Pirsoltan, Shima Babakordi, Mohammad Reza MohammadiCross-View FusionMammography

    School of Computer Engineering, Iran University of Science and Technology, Tehran, Iran · School of Computer Engineering, Iran University of Science and technology, Tehran, Iran

  12. On Preserving Geometrical Invariance for Superpixel Image Classification using Graph Transformer

    Jul 5, 2026Sarabeshwar Balaji, Shubham Mohanty, Akash AnilCnn-Transformer TradeoffImage Classification

    Indian Institute of Science Education and Research Bhopal, Bhopal, Madhya Pradesh, 462066, India

  13. MedCAGD: Context-Aware Gated Decoder for Efficient Medical Image Segmentation

    Jul 1, 2026Saad Wazir, Patrick Dominique Vibild, Dinh Phu Tran +2Semi-Supervised Medical Image SegmentationCnn-Transformer Tradeoff

    School of Computing, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea · Department of Energy, Aalborg University, Aalborg, Denmark

  14. Multi-cancer detection using a computationally efficient CNN with transfer learning

    Jun 21, 2026Vasileios E. Papageorgiou, Georgios Petmezas, Dimitrios-Panagiotis Papageorgiou +2Cancer DetectionCnn-Transformer Tradeoff

    School of Medicine, Aristotle University of Thessaloniki, Thessaloniki, Greece · Department of Mathematics, National and Kapodistrian University of Athens, Athens, Greece · Department of Mathematics, Aristotle University of Thessaloniki, Thessaloniki, Greece +1

  15. 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 +2U-NetVessel Segmentation

    Mississippi State University · The University of Alabama

  16. 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 RahmanFishBangla

    Shahjalal University of Science and Technology, Sylhet

  17. Towards Robust Arabic Speech Emotion Recognition with Deep Learning

    Jun 9, 2026Youcef Soufiane Gheffari, Samiya SilarbiArabic Natural Language ProcessingEmotion Recognition

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

  18. When is 3D Worth It? A Resource-Performance Frontier for CNNs and Transformers in Lung CT

    Jun 5, 2026Md Enamul Hoq, Sharafat Hossain, Imraul Emmaka +4Cnn-Transformer TradeoffConvolutional Neural Networks

    Department of Biomedical Informatics, University of Arkansas for Medical Sciences · Department of Information Science, University of Arkansas at Little Rock · Department of Neuroscience, University of Arkansas for Medical Sciences

  19. ChannelTok: Efficient Flexible-Length Vision Tokenization

    Jun 3, 2026Sukriti Paul, Arpit Bansal, Tom GoldsteinVisual TokenizersCnn-Transformer Tradeoff

    University of Maryland, College Park

  20. Multi-Modal Graph Neural Network with Transformer-Guided Adaptive Diffusion for Preclinical Alzheimer Classification

    Jun 2, 2026Jaeyoon Sim, Minjae Lee, Guorong Wu +1AlzheimerHuman Brain Networks

    Pohang University of Science and Technology, Pohang, South Korea · University of North Carolina at Chapel Hill, Chapel Hill, USA

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

    May 31, 2026Spoorthi M, Suja PalaniswamyMulti-Scale ConvolutionCnn-Transformer Tradeoff

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

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

    May 25, 2026Durjoy Dey, Yuhong Yan, Hassan HajjdiabMelanomaCancer Detection

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

  23. MAPS: A Synthetic Dataset for Probing Vision Models in a Controlled 3D Scene Space

    May 19, 2026Santiago Galella, Pamela Osuna-Vargas, Maren Wehrheim +3Vision Foundation ModelsIndoor Scene Generation

    FIAS & Institute of Computer Science · York University · Mila & Department of Biology +1

  24. Benchmarking transferability of SSL pretraining to same and different modality segmentation tasks

    May 18, 2026Jue Jiang, Harini VeeraraghavanSwinAmodal Segmentation

    Department of Medical Physics, Memorial Sloan Kettering Cancer Center

  25. Patch-MoE Mamba: A Patch-Ordered Mixture-of-Experts State Space Architecture for Medical Image Segmentation

    May 18, 2026Diego Adame, Fabian Vazquez, Jose A. Nunez +7Semi-Supervised Medical Image SegmentationCnn-Transformer Tradeoff

    University of Texas Rio Grande Valley, Edinburg, TX 78539, USA

  26. MHMamba: Multi-Head Mamba for 3D Brain Tumor Segmentation

    May 15, 2026Hanjun Tao, Hua Wang, Fan ZhangBrain Tumor SegmentationMagnetic Resonance Imaging

    Shandong Technology and Business University, China · Ludong University, China

  27. Multi-Narrow Transformation as a Single-Model Ensemble: Boundary Conditions, Mechanisms, and Failure Modes

    May 12, 2026Tatsuhito Hasegawa, Taisei TanakaCnn-Transformer TradeoffEnsemble

    Graduate School of Engineering, University of Fukui, Bunkyo, Fukui, 9108507, Fukui, Japan

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

    May 4, 2026S M Asif Hossain, Shruti KshirsagarBrain Tumor SegmentationBrain Tumor Classification

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

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

    Apr 26, 2026Peng Chen, Wenxuan He, Feng Qian +2Hyperspectral ImageCnn-Transformer Tradeoff

    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. 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 +2Brain Tumor ClassificationCnn-Transformer Tradeoff

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

  31. From Pixels to Explanations: Interpretable Diabetic Retinopathy Grading with CNN-Transformer Ensembles, Visual Explainability and Vision-Language Models

    Apr 25, 2026Pir Bakhsh Khokhar, Carmine Gravino, Fabio Palomba +2Retinal ImagingFundus Images

    Department of Informatics, University of Salerno, Via Giovanni Paolo II, 132, Fisciano, 84084, Salerno, Italy · Department of Information Security and Communication Technology (IIK), Norwegian University of Science and Technology, Gjøvik, 2815, Norway

  32. Geometric Monomial (GEM): a family of rational 2N-differentiable activation functions

    Apr 23, 2026Eylon E. KrauseActivation FunctionsCnn-Transformer Tradeoff

    Weizmann Institute of Science1, Rehovot, Israel (7610001) · College of Management Academic Studies2, Rishon LeZion, Israel (7579806)

  33. MAE-Based Self-Supervised Pretraining for Data-Efficient Medical Image Segmentation Using nnFormer

    Apr 22, 2026R. M. Krishna Sureddi, T. Satyanarayana Murthy, Nomula Varsha Reddy +2Semi-Supervised Medical Image SegmentationSelf-Supervised Learning

    Information Technology, Chaitanya Bharathi Institute of Technology, Hyderabad, India

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

    Oct 12, 2025Theo Di Piazza, Carole Lazarus, Olivier Nempont +1Cone-Beam Computed TomographyCnn-Transformer Tradeoff

    INSA Lyon, University of Lyon, CNRS, INSERM, CREATIS UMR 5220, U1294, Villeurbanne, France · Hospices Civil de Lyon, Lyon, France · Philips Clinical Informatics, Innovation Paris, France

  35. Ultralytics YOLO Evolution: An Overview of YOLO27, YOLO26, YOLO11, YOLOv8, and YOLOv5 Object Detectors for Computer Vision and Pattern Recognition

    Oct 6, 2025Ranjan Sapkota, Manoj KarkeeYolo26Computer Vision

    Cornell University, Biological & Environmental Engineering, Ithaca, NY 14850, USA

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

    Sep 26, 2025Jinpeng Lu, Linghan Cai, Yinda Chen +43D Medical Image SegmentationCnn-Transformer Tradeoff

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