Deep Learning Framework

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

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Period ending 2026-09-14

4 new papers

A weekly snapshot of new work published in Deep Learning Framework.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Deep Learning Framework.

124 papers

Latest in Deep Learning Framework

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  1. Myocardial Strain Drift Correction in Deep Learning Based Ultrasound Tracking

    Sep 10, 2026Thierry Judge, Nicolas Duchateau, Andreas \Ostvik +6Left-Ventricular SegmentationEchocardiography

  2. scDEFT: A deep learning framework for drug-effect prediction and counterfactual reasoning

    Sep 9, 2026Murthy DevarakondaSingle-Cell Perturbation PredictionDrug-Drug Interactions

  3. Physics-Informed Deep Learning for False Ventricular Tachycardia Alarm Reduction in the ICU

    Sep 8, 2026Athanasios Papastathopoulos-Katsaros, Alexandra Stavrianidi, Zhandong LiuHeart RateIntensive Care Unit

  4. SeisBench DAS: A machine learning framework for Distributed Acoustic Sensing

    Sep 7, 2026Jannes Münchmeyer, Han Xiao, Frederik TilmannSeismic InterpretationAcoustic Sensing

  5. Evidential Deep Learning for Multi-Modal Anti-UAV Detection

    Sep 1, 2026Dmitry Golovchits, Seyed Sahand Mohammadi Ziabari, Ali Mohammed Mansoor AlsahagDrone DetectionMulti-Sensor Fusion

  6. GraM-Diff: A Unified Graph-Mamba Diffusion Framework for EEG-Based Alzheimer's Disease Data Generation and Diagnosis

    Aug 30, 2026M. Tanveer, Ayush Singh Rana, Sanskriti Jain +5ElectroencephalogramAlzheimer

  7. Dual-Model Sentiment Analysis of Consumer Reviews in the Retail Coffee Sector Using Machine Learning and Deep Learning Approaches

    Aug 12, 2026Muntasir Hasan Kanchan, Md. Alamgir Hossain, Md. Samiul Islam +1Sentiment AnalysisDeep Learning Framework

  8. Uncertainty-Aware Compositional Localization and Placement Assessment of Catheters and Tubes in Chest X-Rays

    Aug 11, 2026Harshil LodhiyaChest X-RayAutonomous Endovascular Navigation

  9. Uncertainty-Aware and Explainable Ensemble Deep Learning Framework for Multi-Class Skin Lesion Classification

    Aug 11, 2026Rofiqul Islam, Lilatul FerdouseSkin Lesion ClassificationAuc-Roc

  10. PolypVision: A Three-Stage Hierarchical Deep Learning Framework for Classification and Segmentation of Colorectal Polyps

    Aug 11, 2026Hamidreza Bolhasani, Hamidreza Rastad, Amir Mohammad Akbari +4Polyp SegmentationNon-Small Cell Lung Cancer

  11. Parcel2Progression: An Anatomy-aware Longitudinal Framework for Alzheimer's Disease Diagnosis

    Aug 9, 2026Madhumitha Venkatesh, Shanawaj S Madarkar, Konda Reddy MopuriAlzheimerNeuroimaging Models

  12. VTO: Visual Tool Orchestration for Video Anomaly Detection

    Aug 8, 2026Rui Wang, Yeteng Wu, Xianling Zhang +1Video Anomaly DetectionFine-Grained Video Understanding

  13. FedDOSE: Federated Learning Framework Decomposing Site Effects for Modeling Brain Dynamic Functional Connectivity

    Aug 7, 2026Deepank Girish, Yi Hao Chan, Yubin Zheng +2Brain ActivityDeep Learning Framework

  14. FarSky: Task-Aware Latent-Space Coupling for Generative Intra-Hour Solar Forecasting

    Aug 6, 2026Yann Fabel, Bijan Nouri, Milon Miah +4Wind Power ForecastingRetrieval-Augmented Forecasting

  15. Automatic Patient-Specific Microwave Ablation Planning Accelerated by a Physics-Guided Deep Learning Model

    Aug 4, 2026Seonaeng Cho, Minjee Seo, Minju Seol +3Patient-SpecificRadiotherapy

  16. A Human-in-the-Loop Deep Learning Framework for Color Reconstruction of Lenticular Films

    Aug 3, 2026Saptarshi Neil Sinha, Tiago Kleist, Giorgio TrumpyDeep Learning FrameworkFilms

  17. An Accessible Solution for Deformable Image Registration Compared with Learning-Based Approaches

    Aug 3, 2026Onur Ali Zeybekoglu, David Tilly, Orcun GokselDeformable Image RegistrationPopular Deformable Convolutions

  18. Assessing the Benefits of Combining Advanced Deep Learning Techniques for Post-Disaster Building Damage Assessment from UAV Imagery

    Aug 3, 2026Huy Quang Ung, Guillaume Habault, Roberto Legaspi +3Post-Disaster Damage AssessmentUnmanned Aerial Vehicle Imagery

  19. CARE: A Cascaded Framework for Efficient and Reliable Time Series Anomaly Detection

    Aug 3, 2026Zemin Chao, Qianhui Xu, Jianhe Cen +3Time-Series Anomaly DetectionAnomaly Detection

  20. Eddeep: a deep-learning framework for fast eddy-current distortion correction in diffusion MRI

    Jul 28, 2026Antoine Legouhy, Ross Callaghan, Yuchuan Qiao +4Deformable Image RegistrationDistortion

  21. Forecasting the Emergence and Evolution of Crash Hotspots: A Unified Deep Learning Framework for Proactive Traffic Safety

    Jul 27, 2026Jingwen Zhu, Keshu Wu, Pei Li +3Accurate Traffic ForecastingCrashes

  22. Deep Convolutional Large-Margin \ell_p-SVDD for Visual Anomaly Detection

    Jul 24, 2026Alireza Dastmalchi Saei, Shervin Rahimzadeh ArashlooAnomaly DetectionUnsupervised Detectors

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

    Jul 24, 2026Wael Korani, Md Fahimul Kabir Chowdhury, Sadam AlQadi +3ElectroencephalogramDepression

  24. An Integrated Deep Learning and Statistical Framework for Whole-Network Gene--Environment Association with Leaf Vascular Architecture

    Jul 23, 2026Geran Zhao, Yangsheng Wang, Xiaotian Dai +13D Plant PhenotypingGenome-Wide Association Study

  25. A Dual Path Framework with Hotspot Guided Fusion for Three Dimensional CT to PET Synthesis in Head and Neck Cancer

    Jul 23, 2026Mohd Maaz Khan, Oluwaseyi OderindePositron Emission TomographyComputed Tomography

  26. Latent Variable-Mediated Cross-Learning for Few-Shot Acoustic Impedance Imaging

    Jul 23, 2026Junheng Peng, Yong Li, Mingwei Wang +1Acoustic RepresentationDeep Learning Framework

  27. A Deep Learning Framework for Predicting Solar EUV Irradiance During Significant Flares

    Jul 21, 2026Sathvik Soman, Jason T. L. Wang, Haimin Wang +1Geomagnetic StormsSolar Irradiance

  28. Fast Generation of Representative Synthetic Dataset with Salsa to Train ATR Models with Electromagnetic Couplings Data-Augmentation

    Jul 21, 2026Benjamin Camus, Julien Houssay, Corentin Le Barbu +3Synthetic Aperture RadarSynthetic Data

  29. Visual Semantic Decoding of Electrocorticography from Video Stimuli using End-to-End Deep Learning

    Jul 21, 2026Stella Ho, Joel Villalobos, Joseph West +7ElectroencephalogramHuman Visual Cortex

  30. SAR Vessel Detection and Gross Tonnage Estimation from Heterogeneous Datasets for Dark Vessel Identification

    Jul 20, 2026Davide Paltrinieri, Andrea Diecidue, Roberto Basla +3Vessel DetectionVessels

  31. Hierarchical Wireless Foundation Model for Multi-Task Optimization

    Jul 18, 2026Yangjing Wang, Ouya Wang, Shenglong Zhou +1Multi--Task LearningFrequency-Aware Structural Aggregation

  32. Joint Utilization of Geospatial and census proxies for Autoencoder-Assisted Downscaling (JUGAAD) of socioeconomic indicators in India

    Jul 17, 2026Aditya Dutt, Paul Gader, Aditya SinghPoverty MappingDynamical Downscaling

  33. HPC-Enabled Video-based Coastal Wave Parameter Estimation Using V-JEPA and Deep Spatiotemporal Learning

    Jul 13, 2026Abubakar Hamisu Kamagata, Dharm Singh Jat, Attlee Munyaradzi Gamundani +3Ocean DynamicsDiscrete Wavelet Transform

  34. DiffEEG: A Self-Supervised Denoising Diffusion Model for Learning EEG Generic Representations

    Jul 13, 2026Abdulkader Helwan, Lina Abou-Abbas, Hussein El Amouri +2Seizure DetectionElectroencephalogram

  35. BiLoG-Net: A Bi-Context Location-Guided Network for Breast Mass Segmentation and Malignancy Classification in Mammography

    Jul 11, 2026Abu Fatema Mohammad Abdun Noor, Md Imam Ahasan, Md Samiul Ahasan +3MammographyLesion Segmentation

  36. CHM-Net: Center Heatmap-driven Macro-Micro Modeling Network for MRI-based Microbial Density Stratification

    Jul 10, 2026Jiaming Liang, Haolin Chen, Tingting Li +7Bacterial Colony CountingLesion

  37. FMMVCC: Fuzzy Mamba-based Multi-View Contrastive Clustering for Univariate Time Series

    Jul 8, 2026Donato Cerciello, Leonardo Schiavo, Angel Panizo-LLedot +2Time-Series ClassificationTime Series

  38. A Generalized Deep Non-negative Matrix Factorization Approach for SAR Automatic Target Recognition

    Jul 8, 2026Yunhong Zhang, Changjie Cao, Zhongli Zhou +4Synthetic Aperture RadarNonnegative Matrix Factorization

  39. Latency-Constrained DNN Architecture Learning for Edge Systems using Zerorized Batch Normalization

    Jul 8, 2026Shuo Huai, Di Liu, Hao Kong +4Nvidia Jetson Orin NanoLow-Latency Systems

  40. EEG-SpikeAgent: Agentic Closed-Loop Program Synthesis for Automated EEG Spike Detection

    Jul 6, 2026Sonali Santhosh, Kelly Shuhong Yu, Eugene Chang +3Binary SpikesDeep Learning Framework

  41. Learning from Lost Provenance: Multiple Instance Learning for Cancer Registry Tumor Group Classification

    Jul 3, 2026Leonard Ruocco, Jonathan Simkin, Lovedeep Gondara +2Multiple Instance LearningNon-Small Cell Lung Cancer

  42. MedSaab-US: A Backpropagation-Free Multi-Scale Wavelet-Saab Framework for Thyroid Nodule Segmentation in Ultrasound Images

    Jul 2, 2026Mohammad Amanour RahmanUltrasoundDeep Learning Framework

  43. Prototype Memory-Guided Training-Free Anomaly Classification and Localization in Prenatal Ultrasound

    Jul 1, 2026Huanwen Liang, Yuhao Huang, Xiliang Zhu +6Prenatal UltrasoundUltrasound

  44. Neural Network-Based Estimation of Time-Dependent Parameters in AR(p) Processes

    Jul 1, 2026Agnieszka Kopeć, Paweł Przybyłowicz, Martyna WiącekTime-Varying SystemsPredictive Uncertainty

  45. A Multi-Resolution Finite-Volume Inspired Deep Learning Framework for Spatiotemporal Dynamics Prediction

    Jul 1, 2026Xin-Yang Liu, Xiantao Fan, Jian-Xun WangShallow Water EquationsPhysics-Informed Deep Learning

  46. FLORA: A deep learning approach to predict forest attributes from heterogeneous LiDAR data

    Jun 30, 2026Emilie Vautier, Clément Mallet, Cédric VegaForest BiomassLight Detection And Ranging Point Clouds

  47. Clinical Risk-Aware Multi-Level Grading for Coronary Artery Stenosis through Curved Feature Reconstruction

    Jun 29, 2026Shishuang Zhao, Hongtai Li, Junjie Hou +1Digital Subtraction AngiographyDeep Learning Framework

  48. Exploring Motivations for Algorithm Mention in the Domain of Natural Language Processing: A Deep Learning Approach

    Jun 29, 2026Yuzhuo Wang, Yi Xiang, Chengzhi ZhangIntrinsic MotivationNatural Language Processing

  49. TopoAgent: An Agentic Framework for Automated Topology Learning in Medical Imaging

    Jun 29, 2026Guangyu Meng, Pengfei Gu, Xueyang Li +3TopologyMedical Imaging

  50. An Integrated Two-Stage Deep-Learning Tool for Rapid Post-Hurricane Damage Identification and Repair Scheduling

    Jun 28, 2026Hooman Torkaman, Ellis Oti Boateng, Jignesh Solanki +1Post-Disaster Damage AssessmentAccurate Flood Prediction

  51. Curriculum-guided Change Detection Training: Toward Accurate Serac Fall Monitoring

    Jun 26, 2026Arthur Dérédel, Carlos Crispim-Junior, Pierre Lemaire +2Change DetectionDeep Learning Framework

  52. Hybrid deep learning-based phase diversity method for wavefront reconstruction

    Jun 24, 2026Y. Rodimkov, A. Kotov, K. Burdonov +4Discrete Wavelet TransformOptical

  53. A Zeroth-Order Deep Learning Method for Fully Nonlinear Parabolic Partial Differential Equations with Unknown Coefficients

    Jun 23, 2026Yanwei Jia, Du Ouyang, Huyên Pham +1Partial Differential EquationsDifferentiable Programming

  54. LoCC: Detection and Localization of Lip-Syncing Deepfakes via Counterfactual Frame Consistency

    Jun 22, 2026Soumyya Kanti Datta, Shan Jia, Siwei LyuDeepfake DetectionPrecise Lip Synchronization

  55. Biological Sex Determination in Cadavers Using Deep Learning Algorithms from Computed Tomography Images of Pelvis and Skull

    Jun 21, 2026Giovanna Herculano Tormena, Davi Nascimento Araújo, Germano Coimbra Soares de Carvalho +10Computed TomographyDeep Learning Framework

  56. Predictive Repair Management Using a Multi-Head Attention Transformer and Online Learning

    Jun 19, 2026Xinyao Zhang, Willie Cade, Karl R. Haapala +2Predictive MaintenancePredictive Performance

  57. Modeling Doppler Shifts in Radial-Velocity Data with Deep Learning toward Earth-mass Exoplanet Detection

    Jun 16, 2026Isidro Gómez-Vargas, Xavier Dumusque, Yinan Zhao +2ExoplanetDoppler Velocity Log

  58. 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 +1Leaf Disease ClassificationDeep Learning Framework

  59. An Ensemble Deep Learning Approach for Reliable and Scalable Lemon Leaf Disease Classification

    Jun 12, 2026Shayan Abrar, Sudeepta Mandal, Abdul Awal Yasir +4Leaf Disease ClassificationSkin Lesion Classification

  60. Overhead Wildlife Locator (OWL): Benchmarking Weakly Supervised Learning for Aerial Wildlife Surveys

    Jun 11, 2026Isai Daniel Chacón, Zhongqi Miao, Bruno Demuro +9Deep Learning FrameworkUnmanned Aerial Vehicles