Medical Vision-Language Modeling With Semantic Interaction and Adaptive Refinement Prompting for Bias Mitigation.
Sign Up to like & getrecommendations! Published in 2025 at "IEEE journal of biomedical and health informatics"
DOI: 10.1109/jbhi.2025.3631270
Abstract: Vision-Language Models (VLMs) have demonstrated impressive capabilities across various medical tasks, including report generation and visual question answering (VQA). However, pixel-level tasks such as image segmentation remain relatively underexplored, despite their critical importance for clinical… read more here.
Keywords: medical vision; semantic interaction; language; vision language ... See more keywords
A Sentence-Matching Model Based on Multi-Granularity Contextual Key Semantic Interaction
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DOI: 10.3390/app14125197
Abstract: In the task of matching Chinese sentences, the key semantics within sentences and the deep interaction between them significantly affect the matching performance. However, previous studies mainly relied on shallow interactions based on a single… read more here.
Keywords: semantic interaction; granularity; sentence matching; model ... See more keywords
Test Bed of Semantic Interaction of Smart Objects in the Web of Things
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DOI: 10.3390/fi10050042
Abstract: Semantic interaction in the Internet of Things (IoT) is an important concept within current IoT development, given that smart things require further autonomy with greater processing, storage, and communication capacities. The problem is now becoming… read more here.
Keywords: bed semantic; semantic interaction; test bed; smart things ... See more keywords
Leveraging deep contrastive learning for semantic interaction
Sign Up to like & getrecommendations! Published in 2022 at "PeerJ Computer Science"
DOI: 10.7717/peerj-cs.925
Abstract: The semantic interaction process seeks to elicit a user’s mental model as they interact with and query visualizations during a sense-making activity. Semantic interaction enables the development of computational models that capture user intent and… read more here.
Keywords: interaction; model; contrastive learning; deep contrastive ... See more keywords