Paper Published on Briefings in Bioinformatics (IF:13.998, JCR < 1.8%)!
RAMP: Response-Aware Multi-task Learning with Contrastive Regularization for Cancer Drug Response Prediction
RAMP is the high-throughput prediction of cancer drug sensitivity and will be useful for guiding cancer drug selection processes.
Invited Paper Presentation on IEEE VIS 2022!
DXplorer: A Unified Visualization Framework for Interactive Dendritic Spine Analysis using 3D Morphological Features
DXplorer is a unified visual analysis framework for the interactive analysis of dendritic spines using 3D meshes and high-dimensional features. The aim of the proposed system is to provide a unified data processing and visualization workflow for various spine analysis tasks, which will eventually provide insight into the correlation between neuronal functions and the shape of the spine.
Poster Presentation on IEEE VIS 2022!
MitoVis: A Unified Visual Analytics System for End-to-End Neuronal Mitochondria Analysis
A novel visual analysis system specifically designed for end-to-end neuronal mitochondria morphology analysis on light (confocal) microscopy data
Poster Presentation on IEEE VR 2022!
HoloInset: 3D Biomedical Image Data Exploration through Augmented Hologram Insets
A novel mixed reality visualization scheme, HoloInset, which combines a conventional visual analytics system and a virtual environment to effectively explore 3D biomedical image data.
Paper Published on IEEE Transactions on Medical Imaging!
ISCL: Interdependent Self-Cooperative Learning for Unpaired Image Denoising
Unlike the existing unpaired image denoising methods relying on matching data distributions in different domains, the two architectures in ISCL, designed for different tasks,complement each other and boost the learning process
Computer Vision is field of artificial intelligence that extracts useful information from images, videos and other visual inputs. Especially, we focus on computer vision for medical imaging which generates meaningful information or insight through enhancing, classifying, segmenting the images in medical domain. Computer vision in medical domain have brought significant development in simplifying the complex and challenging tasks.
Visualization is any technique for creating images, diagrams, or animations to communicate a message. Visualization through visual imagery has been an effective way to communicate both abstract and concrete ideas since the dawn of humanity.
Parallel and Distributed Computing
Distributed computing is often used in tandem with parallel computing. Parallel computing on a single computer uses multiple processors to process tasks in parallel, whereas distributed parallel computing uses multiple computing devices to process those tasks.