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2026
Significance of unifying semi and self-supervision for the radical improvement of medical imaging: a collaborative research effort
Biomedical Signal Processing and Control
2026
Lecture Notes in Computer Science
2026
From data to diagnosis: AI-driven multi-modal fusion and generative AI-enhanced GAN-based MRI for brain tumour detection
Information Fusion
2026
Intelligent Systems Reference Library
2026
SSL-OHE: A self-supervised ensemble approach for early diagnosis of biliary atresia from sonographic images
Biomedical Signal Processing and Control
2025
SPE Europe Energy Conference and Exhibition
2025
Image-Based Freeform Handwriting Authentication With Energy-Oriented Self-Supervised Learning
IEEE Transactions on Multimedia
2025
Artificial intelligence in digital pathology — time for a reality check
Nature Reviews Clinical Oncology
2025
A Comprehensive Review of Various AI-Based Segmentation Algorithms for Multiscale Rocks: Principles, Evaluations, Simple Applications and Future Directions
Rock Mechanics and Rock Engineering
2025
A unified approach to medical image segmentation by leveraging mixed supervision and self and transfer learning (MIST)
Computerized Medical Imaging and Graphics
2025
Enhanced gallbladder cancer detection via active and self-supervised learning integration: Innovating B-ultrasound image analysis
PLOS One
2025
Secondary use of health records for prediction, detection, and treatment planning in the clinical decision support system: a systematic review
BMC Medical Informatics and Decision Making
2025
Twin Self-Supervised Learning Framework for Glaucoma Diagnosis Using Fundus Images
Applied System Innovation
2025
INTERNATIONAL CONFERENCE ON EMERGING MATERIALS, SMART MANUFACTURING, AND COMPUTATIONAL INTELLIGENCE
2025
Personalization of AI Using Personal Foundation Models Can Lead to More Precise Digital Therapeutics
JMIR AI
2025
A survey on deep learning-based object detection for crop monitoring: pest, yield, weed, and growth applications
The Visual Computer
2025
Sustainable Nanotechnology and Artificial Intelligence to Empower Image-Guided Therapy for Precision Healthcare
BME Frontiers
2025
ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2025
Multi scale self supervised learning for deep knowledge transfer in diabetic retinopathy grading
Scientific Reports
2025
BMAIU: Backdoor Mitigation in Self-Supervised Learning Through Active Implantation and Unlearning
Electronics
2025
Auto-Pairing Positives Through Implicit Relation Circulation for Discriminative Self-Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
2025
Lecture Notes in Computer Science
2025
Improving BI-RADS Mammographic Classification With Self-Supervised Vision Transformers and Cascade Learning
IEEE Access
2025
Application of Generative AI in Healthcare Systems
2025
Large Language Models in Medical Image Analysis: A Systematic Survey and Future Directions
Bioengineering
2025
A multi-task self-supervised approach for mass detection in automated breast ultrasound using double attention recurrent residual U-Net
Computers in Biology and Medicine
2025
ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2025
Stress testing deep learning models for prostate cancer detection on biopsies and surgical specimens
The Journal of Pathology
2025
O-PRESS: Boosting OCT axial resolution with Prior guidance, Recurrence, and Equivariant Self-Supervision
Medical Image Analysis
2025
Stain Normalization of Histopathological Images Based on Deep Learning: A Review
Diagnostics
2025
Breast cancer classification based on breast tissue structures using the Jigsaw puzzle task in self-supervised learning
Radiological Physics and Technology
2025
Multimodal Large Language Models in Medical Imaging: Current State and Future Directions
Korean Journal of Radiology
2025
Lecture Notes in Computer Science
2025
2025 International Conference on Manipulation, Automation and Robotics at Small Scales (MARSS)
2025
Contrastive self-supervised learning for neurodegenerative disorder classification
Frontiers in Neuroinformatics
2025
Künstliche Intelligenz in der Medizin
2025
Leveraging modified ex situ tomography data for segmentation of in situ synchrotron X‐ray computed tomography
Journal of Microscopy
2025
Lecture Notes in Computer Science
2025
Comparative analysis of supervised and self-supervised learning with small and imbalanced medical imaging datasets
Scientific Reports
2025
2025 International Conference on Computational, Communication and Information Technology (ICCCIT)
2025
2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)
2025
Comparison of Deep Transfer Learning Against Contrastive Learning in Industrial Quality Applications for Heavily Unbalanced Data Scenarios When Data Augmentation Is Limited
Sensors
2025
A dataset for splenomegaly and its related findings in CT imaging
Data in Brief
2025
A self-supervised multimodal deep learning approach to differentiate post-radiotherapy progression from pseudoprogression in glioblastoma
Scientific Reports
2025
Semi-Supervised Contrastive Learning for Time Series Classification in Healthcare
IEEE Transactions on Emerging Topics in Computational Intelligence
2025
Review of multimodal machine learning approaches in healthcare
Information Fusion
2025
2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
2025
Advancements in Medical Radiology Through Multimodal Machine Learning: A Comprehensive Overview
Bioengineering
2025
RD-DIP: Rician denoising deep image prior
Neurocomputing
2025
Enhanced genetic algorithm for indoor low-illumination stereo matching energy function optimization
Alexandria Engineering Journal
2025
Graph Neural Networks: Essentials and Use Cases
2025
X-ray modalities in the era of artificial intelligence: overview of self-supervised learning approach
FACETS
2025
Lecture Notes in Computer Science
2025
Tailored self-supervised pretraining improves brain MRI diagnostic models
Computerized Medical Imaging and Graphics
2025
A Comprehensive Survey of Deep Learning Approaches in Image Processing
Sensors
2025
Balanced feature fusion collaborative training for semi-supervised medical image segmentation
Pattern Recognition
2025
Self-supervised learning for graph-structured data in healthcare applications: A comprehensive review
Computers in Biology and Medicine
2025
Large Language Model for Medical Images: A Survey of Taxonomy, Systematic Review, and Future Trends
Big Data Mining and Analytics
2025
Self-supervised Learning for Electroencephalogram: A Systematic Survey
ACM Computing Surveys
2025
Consensus-guided evaluation of self-supervised learning in echocardiographic segmentation
Computers in Biology and Medicine
2025
HSMix: Hard and soft mixing data augmentation for medical image segmentation
Information Fusion
2025
Anomaly Detection of Acoustic Signals in Ultra-High Voltage Converter Valves Based on the FAVAE-AS
Sensors
2025
Communications in Computer and Information Science
2024
Artificial Intelligence for Detection of External Cervical Resorption Using Label-Efficient Self-Supervised Learning Method
Journal of Endodontics
2024
2024 11th International Symposium on Telecommunications (IST)
2024
A survey of the impact of self-supervised pretraining for diagnostic tasks in medical X-ray, CT, MRI, and ultrasound
BMC Medical Imaging
2024
Proceedings of the 6th ACM International Conference on Multimedia in Asia
2024
Annotation-efficient deep learning for breast cancer whole-slide image classification using tumour infiltrating lymphocytes and slide-level labels
Communications Engineering
2024
Medical IoT Record Security and Blockchain: Systematic Review of Milieu, Milestones, and Momentum
Big Data and Cognitive Computing
2024
APE-GAN: A colorization method for focal areas of infrared images guided by an improved attention mask mechanism
Computers & Graphics
2024
WISE: whole-scenario embryo identification using self-supervised learning encoder in IVF
Journal of Assisted Reproduction and Genetics
2024
Identification method of thyroid nodule ultrasonography based on self-supervised learning dual-branch attention learning framework
Health Information Science and Systems
2024
Lecture Notes in Computer Science
2024
2024 21st International Computer Conference on Wavelet Active Media Technology and Information Processing (ICCWAMTIP)
2024
Evaluation of segment anything model (SAM) for automated labelling in machine learning classification of UAV geospatial data
Earth Science Informatics
2024
Enhancing Medical Image Classification with Unified Model Agnostic Computation and Explainable AI
AI
2024
Super resolution-based methodology for self-supervised segmentation of microscopy images
Frontiers in Microbiology
2024
Thyroid ultrasound diagnosis improvement via multi-view self-supervised learning and two-stage pre-training
Computers in Biology and Medicine
2024
Consequential Advancements of Self-Supervised Learning (SSL) in Deep Learning Contexts
Mathematics
2024
SimCLR-based Self-Supervised Learning Approach for Limited Brain MRI and Unlabeled Images
Bitlis Eren Üniversitesi Fen Bilimleri Dergisi
2024
LeBenchmark 2.0: A standardized, replicable and enhanced framework for self-supervised representations of French speech
Computer Speech & Language
2024
2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
2024
Self-supervised learning framework application for medical image analysis: a review and summary
BioMedical Engineering OnLine
2024
2024 10th International Conference on Smart Computing and Communication (ICSCC)
2024
Self-supervised learning for medical image analysis: a comprehensive review
Evolving Systems
2024
Effectiveness of generative adversarial networks in denoising medical imaging (CT/MRI images)
Multimedia Tools and Applications
2024
Mpox-AISM: AI-mediated super monitoring for mpox and like-mpox
iScience
2024
Deep learning for determining the difficulty of endodontic treatment: a pilot study
BMC Oral Health
2024
Merging Two Models of One-Dimensional Convolutional Neural Networks to Improve the Differential Diagnosis between Acute Asthma and Bronchitis in Preschool Children
Diagnostics
2024
BarlowTwins-CXR: enhancing chest X-ray abnormality localization in heterogeneous data with cross-domain self-supervised learning
BMC Medical Informatics and Decision Making
2024
Self-supervised approach for diabetic retinopathy severity detection using vision transformer
Progress in Artificial Intelligence
2024
Multistage transfer learning for medical images
Artificial Intelligence Review
2024
High-throughput mesoscopic optical imaging data processing and parsing using differential-guided filtered neural networks
Brain Informatics
2024
Uncertainty-based Active Learning by Bayesian U-Net for Multi-label Cone-beam CT Segmentation
Journal of Endodontics
2024
A dual-radiomics model for overall survival prediction in early-stage NSCLC patient using pre-treatment CT images
Frontiers in Oncology
2024
Few-shot learning with task adaptation for multi-category gastrointestinal endoscopy classification
Biomedical Signal Processing and Control
2024
Multimodal masked siamese network improves chest X-ray representation learning
Scientific Reports
2024
Self-Supervised Bi-Pipeline Learning Approach for High Interpretation of Breast Thermal Images
IEEE Access
2024
Evaluation of Effectiveness of Self-Supervised Learning in Chest X-Ray Imaging to Reduce Annotated Images
Journal of Imaging Informatics in Medicine
2024
Self-supervised adversarial adaptation network for breast cancer detection
Engineering Applications of Artificial Intelligence
2024
Progress and Thinking on Self-Supervised Learning Methods in Computer Vision: A Review
IEEE Sensors Journal
2024
Bilgisayarlı Görüde Öz-Denetimli Öğrenme Yöntemleri Üzerine Bir İnceleme
Düzce Üniversitesi Bilim ve Teknoloji Dergisi
2024
DeepAqua: Semantic segmentation of wetland water surfaces with SAR imagery using deep neural networks without manually annotated data
International Journal of Applied Earth Observation and Geoinformation
2024
Inter-rater reliability in labeling quality and pathological features of retinal OCT scans: A customized annotation software approach
PLOS ONE
2024
Approximating Intermediate Feature Maps of Self-Supervised Convolution Neural Network to Learn Hard Positive Representations in Chest Radiography
Journal of Imaging Informatics in Medicine
2024
2024 IEEE International Symposium on Biomedical Imaging (ISBI)
2024
Navigating the nuances: comparative analysis and hyperparameter optimisation of neural architectures on contrast-enhanced MRI for liver and liver tumour segmentation
Scientific Reports
2024
Personalized Deep Learning for Substance Use in Hawaii: Protocol for a Passive Sensing and Ecological Momentary Assessment Study
JMIR Research Protocols
2024
2024 2nd DMIHER International Conference on Artificial Intelligence in Healthcare, Education and Industry (IDICAIEI)
2024
A guide to artificial intelligence for cancer researchers
Nature Reviews Cancer
2024
Self-supervised representation learning of filtration barrier in kidney
Frontiers in Imaging
2024
2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)
2024
Beyond Supervised: The Rise of Self-Supervised Learning in Autonomous Systems
Information
2024
The Use of Artificial Intelligence in Endodontics
Journal of Dental Research
2024
A critical review of machine learning algorithms in maritime, offshore, and oil & gas corrosion research: A comprehensive analysis of ANN and RF models
Ocean Engineering
2024
A Study on Self-Supervised Pretraining for Vision Problems in Gastrointestinal Endoscopy
IEEE Access
2024
Artificial Intelligence in Clinical Practice
2024
Proceedings of the 2024 2nd International Conference on Frontiers of Intelligent Manufacturing and Automation
2023
A Review of Predictive and Contrastive Self-supervised Learning for Medical Images
Machine Intelligence Research
2023
2023 5th International Congress on Human-Computer Interaction, Optimization and Robotic Applications (HORA)
2023
Self-supervised learning for medical image classification: a systematic review and implementation guidelines
npj Digital Medicine
2023
2023 IEEE/CVF International Conference on Computer Vision (ICCV)
2023
Pre-training in Medical Data: A Survey
Machine Intelligence Research
2023
2023 2nd International Conference on Automation, Computing and Renewable Systems (ICACRS)
2023
Deep fiber clustering: Anatomically informed fiber clustering with self-supervised deep learning for fast and effective tractography parcellation
NeuroImage
2023
Self-Supervised Learning for data scarcity in a fatigue damage prognostic problem
Engineering Applications of Artificial Intelligence
2023
ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
2023
2023 Asia Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC)
2023
2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
2023
Application of graph auto-encoders based on regularization in recommendation algorithms
PeerJ Computer Science
2023
Edema Estimation From Facial Images Taken Before and After Dialysis via Contrastive Multi-Patient Pre-Training
IEEE Journal of Biomedical and Health Informatics
2023
2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
2023
Deep learning in image-based phenotypic drug discovery
Trends in Cell Biology
2023
2023 2nd International Conference on Applied Artificial Intelligence and Computing (ICAAIC)
2023
2023 2nd International Conference on Futuristic Technologies (INCOFT)
2023
Failure to Achieve Domain Invariance With Domain Generalization Algorithms: An Analysis in Medical Imaging
IEEE Access
2023
Deep learning approaches for lyme disease detection: leveraging progressive resizing and self-supervised learning models
Multimedia Tools and Applications
2023
2023 IEEE International Conference on Multimedia and Expo (ICME)
2023
2023 IEEE International Ultrasonics Symposium (IUS)
2023
Modified Histogram Equalization for Improved CNN Medical Image Segmentation
Procedia Computer Science
2023
Deep Learning for Medical Image-Based Cancer Diagnosis
Cancers
2023
Applications of Self-Supervised Learning to Biomedical Signals: A Survey
IEEE Access
2023
Dive into the details of self-supervised learning for medical image analysis
Medical Image Analysis
2023
DenSplitnet: Classifier-invariant neural network method to detect COVID-19 in chest CT data
Journal of Visual Communication and Image Representation
2023
Domain and label efficient approach for diabetic retinopathy severity detection
Multimedia Tools and Applications
2023
2023 IEEE International Conference on Image Processing (ICIP)
2023
Self-Supervised Contrastive Learning for Medical Time Series: A Systematic Review
Sensors
2022
Global Research Trends of Artificial Intelligence on Histopathological Images: A 20-Year Bibliometric Analysis
International Journal of Environmental Research and Public Health
2022
How Well Do Self-Supervised Models Transfer to Medical Imaging?
Journal of Imaging
2022
A 3D reconstruction based on an unsupervised domain adaptive for binocular endoscopy
Frontiers in Physiology
2022
Survey on Self-Supervised Learning: Auxiliary Pretext Tasks and Contrastive Learning Methods in Imaging
Entropy
2022
Hyperparameter Tuning and Automatic Image Augmentation for Deep Learning-Based Angle Classification on Intraoral Photographs—A Retrospective Study
Diagnostics
2022
A Novel Knowledge Distillation Method for Self-Supervised Hyperspectral Image Classification
Remote Sensing
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