AIMC Topic: Semantics

Clear Filters Showing 1121 to 1130 of 1420 articles

Towards semantic-driven high-content image analysis: an operational instantiation for mitosis detection in digital histopathology.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Oct 2, 2014
This study concerns a novel symbolic cognitive vision framework emerged from the Cognitive Microscopy (MICO(1)) initiative. MICO aims at supporting the evolution towards digital pathology, by studying cognitive clinical-compliant protocols involving ...
Histological Techniques Reproducibility of Results Sensitivity and Specificity Breast Neoplasms User-Computer Interface Algorithms Humans Female Machine Learning Software Microscopy Image Enhancement Mitosis Image Interpretation, Computer-Assisted Neoplasm Grading Semantics Signal Processing, Computer-Assisted Pattern Recognition, Automated Cell Nucleus
View on PubMed DOI

Literature-based biomedical image classification and retrieval.

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society Jun 20, 2014
Literature-based image informatics techniques are essential for managing the rapidly increasing volume of information in the biomedical domain. Compound figure separation, modality classification, and image retrieval are three related tasks useful fo...
Image Interpretation, Computer-Assisted Periodicals as Topic Artificial Intelligence Pattern Recognition, Automated Semantics Documentation Terminology as Topic Natural Language Processing
View on PubMed DOI

Toward a view-oriented approach for aligning RDF-based biomedical repositories.

Methods of information in medicine Apr 29, 2014
INTRODUCTION: This article is part of the Focus Theme of METHODS of Information in Medicine on "Managing Interoperability and Complexity in Health Systems".
Natural Language Processing Access to Information Biological Ontologies Databases as Topic Software Systems Integration Semantics Biomedical Research
View on PubMed DOI

Semantic discrete decoder based on adaptive pixel clustering for monocular depth estimation.

Neural networks : the official journal of the International Neural Network Society Sep 1, 2025
Monocular depth estimation (MDE) has long been a popular and challenging task. Currently, mainstream methods mainly include regression methods based on geometric constraints and ordinal regression methods based on discretized depth intervals. However...
Cluster Analysis Semantics Depth Perception Vision, Monocular Neural Networks, Computer Algorithms Humans
View on PubMed DOI

Knowledge graph information bottleneck enhanced molecular representation learning.

Neural networks : the official journal of the International Neural Network Society Sep 1, 2025
Effective molecular representation learning (MRL) is essential for advancing molecular property prediction. In recent years, graph-based MRL methods have made significant progress by effectively utilizing the topology structure of molecules. Research...
Algorithms Semantics Neural Networks, Computer Machine Learning
View on PubMed DOI

Semantic-Rearrangement-based Hierarchical Alignment for domain generalized segmentation.

Neural networks : the official journal of the International Neural Network Society Sep 1, 2025
Domain generalized semantic segmentation is an essential computer vision task, for which models only leverage source data to learn semantic segmentation towards generalizing to the unseen target domains. Previous works typically address this challeng...
Algorithms Semantics Humans Neural Networks, Computer
View on PubMed DOI

Semantic Convergence with LLMs for Head and Neck Cancer Quality Indicators.

Studies in health technology and informatics Aug 7, 2025
We developed a novel method for leveraging large language models (LLM) to systematically filter and categorize large numbers of clinical quality indicators (CQI) for head and neck cancer. This was used to transform a tedious, human-resource intensive...
Humans Quality Indicators, Health Care Semantics Head and Neck Neoplasms Natural Language Processing
View on PubMed DOI

Improving Radiology Report Generation with Semantic Understanding.

Studies in health technology and informatics Aug 7, 2025
This study proposes RRG-LLM, a model designed to enhance RRG by effectively learning medical domain with minimal computational resources. Initially, LLM is finetuned by LoRA, enabling efficient adaptation to the medical domain. Subsequently, only the...
Humans Natural Language Processing Radiology Information Systems Semantics
View on PubMed DOI

Multimodal Fusion of EHR in Structures and Semantics: Integrating Clinical Records and Notes with Hypergraph and LLM.

Studies in health technology and informatics Aug 7, 2025
In recent decades, Electronic Health Records (EHRs) have become increasingly useful to support clinical decision-making and healthcare. EHRs usually contain heterogeneous information, such as structural data in tabular form and un-structured data in ...
Natural Language Processing Semantics Humans Neural Networks, Computer Electronic Health Records
View on PubMed DOI

Empirical Antonym Implementation in the UMLS SPECIALIST Lexicon.

Studies in health technology and informatics Aug 7, 2025
Antonyms are words that have opposite or contrasting meanings in a specific domain. For example, "increase" is the opposite of "decrease" in the domain of "quantity". Antonyms play an important role in NLP applications to improve performance. This pa...
Semantics Humans Terminology as Topic Natural Language Processing Unified Medical Language System
View on PubMed DOI
Popular Topics
Recent Journals