Publications
Research contributions in neuroimaging and deep learning
Published Papers
Learning brain dynamics across distinct scaling regimes reveals psychiatric signatures
Bae, S., Kwon, J., Yoo, S., & Cha, J.
Predicting task-related brain activity from resting-state brain dynamics with fMRI Transformers
Kwon, J., Seo, J., ... & Cha, J.
SwiFT: Swin 4D fMRI Transformer
Kim, P. Y.*, Kwon, J*,... & Moon, T.* denotes equal contribution
Resting-state theta-phase gamma amplitude coupling as a biomarker for the transdiagnostic dimensional approach in psychiatric disorders
Kim, M., Shim, Y., Kwon, J., Bae, S., Lee, J., Cha, J., ... & Kwon, J. S.
Preprints
A retinotopic wiring principle of the human brain
Amorosino, G., Caron, B., Kwon, J., Carrasco, M., Reid, C., Lenglet, C., Zimmermann, J., Yacoub, E., Ugurbil, K., Heilbronner, S. R., & Pestilli, F.
Manuscripts in Preparation
Benchmarking Generalizability in Deep Learning-Based White Matter Tract Segmentation
Kwon, J., Amorosino, G., and Pestilli F.
SwiFT V2: Towards Large-scale Foundation Model for Functional MRI
Choi, J., Wang H., Kwon, J., Yoo, S., Cha, J.
Poster presented at Cognitive Computational Neuroscience (CCN) 2025, Amsterdam, The Netherlands
Enhancing Psychiatric Disorder Diagnosis: Integrating Multilabel Metadata with Contrastive Learning on T1 Structural MRI
Han, D., Lee, A., Kwon, J., Cha, J.
Poster presented at Organization for Human Brain Mapping (OHBM) 2025, Brisbane, Australia
NeuroMamba: A State-Space Foundation Model for Functional MRI
Choi, J., Park, D., Kwon, J., Yoo, S., Cha, J.
Spotlight talk and poster at NeurIPS 2025 BrainBodyFM workshop, San Diego