17 citations · 20 across the 8 of their papers we have counts for
8 papers
vSV-ViT: Variable-size SuperVertex Vision Transformer for Cortical Surface Learning in Alzheimer's Disease
Geonwoo Baek, Ikbeom Jang
Learning from 3D meshes is challenging because the data reside on non-Euclidean surfaces embedded in 3D space. This is particularly evident in domains such as brain cortical surfac…
Improved Multiscale Structural Mapping with Supervertex Vision Transformer for the Detection of Alzheimer's Disease Neurodegeneration
Geonwoo Baek, David H. Salat, Ikbeom Jang
Alzheimer's disease (AD) confirmation often relies on positron emission tomography (PET) or cerebrospinal fluid (CSF) analysis, which are costly and invasive. Consequently, structu…
ADP-DiT: Text-Guided Diffusion Transformer for Brain Image Generation in Alzheimer's Disease Progression
Juneyong Lee, Geonwoo Baek, Ikbeom Jang
Alzheimer's disease (AD) progresses heterogeneously across individuals, motivating subject-specific synthesis of follow-up magnetic resonance imaging (MRI) to support progression a…
MedROI: Codec-Agnostic Region of Interest-Centric Compression for Medical Images
Jiwon Kim, Ikbeom Jang
Medical imaging archives are growing rapidly in both size and resolution, making efficient compression increasingly important for storage and data transfer. Most existing codecs co…
Advancing Multiscale Structural Mapping for Alzheimer's Disease using Local Gyrification Index
Jinhee Jang, Geonwoo Baek, Ikbeom Jang
Research question: This study aims to find whether other neurostructural measurements could be added and combined with the state-of-the-art Alzheimer's imaging marker called MSSM t…
Biomedical image analysis competitions: The state of current participation practice
Matthias Eisenmann, Annika Reinke, Vivienn Weru +352
The number of international benchmarking competitions is steadily increasing in various fields of machine learning (ML) research and practice. So far, however, little is known abou…
Decreasing Annotation Burden of Pairwise Comparisons with Human-in-the-Loop Sorting: Application in Medical Image Artifact Rating
Ikbeom Jang, Garrison Danley, Ken Chang +1
Ranking by pairwise comparisons has shown improved reliability over ordinal classification. However, as the annotations of pairwise comparisons scale quadratically, this becomes le…
Engineering AI Tools for Systematic and Scalable Quality Assessment in Magnetic Resonance Imaging
Yukai Zou, Ikbeom Jang
A desire to achieve large medical imaging datasets keeps increasing as machine learning algorithms, parallel computing, and hardware technology evolve. Accordingly, there is a grow…