Scientific Reports

Beyond Black Boxes: Explainable Face Anti-Spoofing with Vision-Language Models

Jimin Min*, Kyungtae Lim*, Minjun Kim, Dongsu Kim, Seoyeon Oh, and Haneol Jang

Development of head-to-head and longitudinal CycleGAN algorithm for MRI harmonization: validation in follow-up MRI evaluation in patients with brain metastasis

H Hwang, HU Choi, H Jeong, HW Lim, SW Jo, YH Jeon, SH Choi, RE Yoo

Engineering IL-21 secretion in T cells using druggable ligand-responsive stabilized domains

Dong Hyun Kim, Seo Jin Lee, Taeyoung Ahn, Hyung-Young Kim, Kyungsu Kim, Hyungseok Seo

Enhancing Generative Networks for Chest Anomaly Localization through Automatic Registration-Based Unpaired-to-Pseudo-Paired Training Data Translation

Seong Je Oh, Kyungsu Kim, Chae Yeon Lim, Ju Hwan Lee, Tae Uk Kim, Jugang Nam, Myung Jin Chung

FA-DeepMSM: A Few-shot Adapted Interpretable Multimodal Survival Model for Improved Prognostic Prediction in Glioblastoma

Minyoung Hwang, Junhyeok Lee, Sihyun Kim, Minchul Kim, Seung Hong Choi, Sung Soo Ahn, Changhee Lee, Kyu Sung Choi

Federated Learning for Heterogeneous Electronic Health Record Systems with Cost Effective Participant Selection

Jiyoun Kim, Junu Kim, Kyunghoon Hur, Edward Choi

On the generalization limits of quantum generative adversarial networks with pure state generators

Jasmin, Akash Malemath Frkatovic, Ivan Kankeu, Yannick Werner, Matthias Tschöpe, Vitor Fortes Rey, Sungho Suh, Paul Lukowicz, Nikolaos Palaiodimopoulos, and Maximilian Kiefer-Emmanouilidis

Prediction of Left Ventricular Systolic Dysfunction in Left Bundle Branch Block using a Fine-Tuned ECG Foundation Model

Do Heon Kim*, Youngnam Bok, Sun Hwa Lee, Jihye Heo, Seung Park, Dongheon Lee† and Jae-Hyeong Park†

Segment Anything Model Guided Dual-Mask Framework for Anatomically Faithful Medical Image Translation

Hyojeong Lee, Youngwan Jo, Inpyo Hong, Jeongeun Kim, Sanghyun Park

A Pediatric Emergency Prediction Model using Natural Language Process in the Pediatric Emergency Department

Arum Choi, Chohee Kim, Jangyeong Jeon, Sangyeon Cho, Dongjoon Lee, Junyeong Kim, Changhee Lee, Woori Bae

A prediction model of pediatric bone density from plain spine radiographs using deep learning

Juntaek Hong, Hyunoh Sung, Joong-on Choi, Junsep Lee, Sujin Kim, Seong Jae Hwang, Dong-wook Rha

A study on Classification based Concurrent API Calls and Optimal Model Combination for Tool Augmented LLMs for AI Agent

Dennis. H. Go, Sanghyun Park

Coevolutionary signals in multiple sequence alignments improve virulence factor prediction with an MSA Transformer

Kim T, Cho C, Lee D, Seok Y, Kim S

Diagnosis of Unilateral Vocal Fold Paralysis using Auto-diagnostic Deep Learning Model

Kyungok Yang, So Young Kim, Chang Won Kang, Jeong Seon Choi, Yong Bae Ji, Kyung Tae, Jun Won Choi*, and Changmyeon Song

Gait impairment associated with neuroimaging biomarkers in Alzheimer's disease

Sung-Woo Kim, Dong Ho Kim, Jin Yong Hong, Kyung-Ryoul Mun, Dawoon Jung, Ickpyo Hong, Riona Mc Ardle, Joon-Kyung Seong, Min Seok Baek

Inverse Binary Optimization of Convolutional Neural Network in Active Learning Efficiently Designs Nanophotonic Structures

Jaehyeon Park, Zhihao Xu, G.-M. Park, Tengfei Luo, Eungkyu Lee

Predicting Branch Retinal Vein Occlusion Development using Multimodal Deep Learning and Pre-onset Fundus Hemisection Images

Eun Young Choi, Dongyoung Kim, Jinyeong Kim, Eunjin Kim, Hyunseo Lee, Jinyoung Yeo, Tae Keun Yoo, Min Kim

Transcriptome-conditioned molecule generation via gene interaction-aware fragment modeling with a GPT-based architecture

Koo B, Park BK, Kim S

Visual delta generation with large multi-modal models enhances composed image retrieval using unlabeled data

Young Kyun Jang, Donghyun Kim

A study on deep learning model based on global–local structure for crowd flow prediction

Dennis. H. Go, Sanghyun Park

ChemAP: predicting drug approval with chemical structures before clinical trial phase by leveraging multi-modal embedding space and knowledge distillation

Cho C, Lee S, Bang D, Piao Y, Kim S

Clinical feasibility of deep learning-based synthetic CT images from T2-weighted MR images for cervical cancer patients compared to MRCAT

H. Kim, S.K. Yoo, J.S. Kim, Y.T. Kim, J.W. Lee, C. Kim, C.S. Hong, H. Lee, M.C. Han, D.W. Kim, S.Y. Kim, T.M. Kim, W.H. Kim, J. Kong, Y.B. Kim

Dosimetric analysis of six whole-breast irradiation techniques in supine and prone positions

D.W. Kim, CS. Hong, J. Son

Enhancing foveal avascular zone analysis for Alzheimer’s diagnosis with AI segmentation and machine learning using multiple radiomic features

Je Moon Yoon, Chae Yeon Lim, Hoon Noh, Seung Wan Nam, Sung Yeon Jun, Min Ji Kim, Mi Yeon Song, Hyemin Jang, Hee Jin Kim, Sang Won Seo, Duk L. Na, Myung Jin Chung, Don-Il Ham, Kyungsu Kim

Evaluation of the deliverability of dynamic conformal arc therapy (DCAT) by gantry wobble and its influence on dose

C.Kim, H.Kim, D. Jung, H. Kim, Y. Park, M. Han, C.S. Hong, H. Kim, H. Lee, J. Sung, D.W. Kim, J.S. Kim

Heterogeneity of factors associated with cognitive decline and cortical atrophy in early-versus late-onset Alzheimer's disease

Jaelim Cho, Cindy W Yoon, Jeong-Hyeon Shin, Haeun Seo, Woo-Ram Kim, Han Kyu Na, Justin Byun, Samuel N Lockhart, Changsoo Kim, Joon-Kyung Seong, Young Noh

Identification of VWA5A as a novel biomarker for inhibiting metastasis in breast cancer by machine-learning based protein prioritization

Koh J, Jeong D, Park SY, Han D, Kim DS, Kim HY, Kim H, Yang S, Kim S, Ryu HS

Mass Spectra Prediction with Structural Motif-based Graph Neural Networks

Jiwon Park, Jeonghee Jo, Sungroh Yoon

Neurodevelopmental imprints of sociomarkers in adolescent brain connectomes

Eunsong Kang, Byungyeon Yun, Jiook Cha, Heung‐Il Suk, Eun Kyong Shin

Neurodevelopmental imprints of sociomarkers in adolescent brain connectomes

E. Kang, B. Yun, J. Cha, E. Shin, H.-I. Suk

Piano performance evaluation dataset with multilevel perceptual features

{Jisoo Park, Jongho Kim}, Jeong Mi Park, Ahyeon Choi, Wen-Syan Li, Jonghwa Park, Seung-won Hwang.

Prediction of Treatment Response after Stereotactic Radiosurgery of Brain Metastasis using Deep Learning and Radiomics on Longitudinal MRI Data

Se Jin Cho, Wonwoo Cho, Dongmin Choi, Gyuhyeon Sim, So Yeong Jeong, Sung Hyun Baik, Yun Jung Bae, Byung Se Choi, Jae Hyoung Kim, Sooyoung Yoo, Jung Ho Han, Chae-Yong Kim, Jaegul Choo, Leonard Sunwoo

Significantly Improving Zero-shot X-ray Pathology Classification via Fine-tuning Pre-trained Image-Text Encoders

Jongseong Jang, Daeun Kyung, Seung Hwan Kim, Honglak Lee, Kyunghoon Bae, Edward Choi

Target-Aware Cross-Modality Unsupervised Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation

Bogyeong Kang, Hyeonyeong Nam, M.-K. Kang, Keun-Soo Heo, Minjoo Lim, Ji-Hye Oh, Tae-Eui Kam

The clinical relevance of a polygenic risk score for type 2 diabetes mellitus in the Korean population

Na Yeon Kim*, Haekyung Lee, Sehee Kim, Ye-Jee Kim, Hyunsuk Lee, Junhyeong Lee*, Soo Heon Kwak, Seunggeun Lee

A Novel Deep Learning Model for a Computed Tomography Diagnosis of Coronary Plaque Erosion

Sangjoon Park, Haruhito Yuki, Takayuki Niida, Keishi Suzuki, Daisuke Kinoshita, Iris McNulty, Alexander Broersen, Jouke Dijkstra, Hang Lee, Tsunekazu Kakuta, Jong Chul Ye, Ik-Kyung Jang

Automatic stridor detection using small training set via patch-wise few-shot learning for of multiple system atrophy

Jonghyun Ahn, Ju Whan Lee, Myung Jin Chung, Jinyoung Youn, Jin Whan Cho, Kyungsu Kim

Characterization of radiation-resistance mechanism in Spirosoma montaniterrae DY10T in terms of transcriptional regulatory system

C Cho, D Lee, D Jeong, S Kim, MK Kim & S Srinivasan

Comparative Validation of AI against non-AI in MRI Volumetry to Diagnose Parkinsonian Syndromes

Joomee Song, Juyoung Hahm, Jisoo Lee, Chae Yeon Lim, Myung Jin Chung, Jinyoung Youn, Jin Whan Cho, Jong Hyeon Ahn, Kyungsu Kim

COVID-19 Infection Inference with Graph Neural Networks

Kyungwoo Song, Hojun Park, Junggu Lee, Arim Kim, Jaehun Jung