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Delving into Pre-training for Domain Transfer: A Broad Study of Pre-training for Domain Generalization and Domain Adaptation

Jungmyung Wi, Young Kyun Jang, Dujin Lee, Myeongseok Nam, Donghyun Kim

KU김동현

Unsupervised Domain Adaptation for Medical Image Segmentation Using Adaptogen-Perturbation

Hong Joo Lee, Yuan Bi, Sangmin Lee, G.-M. Park, Jung Uk Kim, Seong Tae Kim, Zhongliang Jiang, Nassir Navab

KU박경문

crossMoDA challenge: Evolution of cross-modality domain adaptation techniques for vestibular schwannoma and cochlea segmentation from 2021 to 2023

N. Wijethilake, R. Dorent, M. Ivory, A. Kujawa, S. Cornelissen, P. Langenhuizen, M. Okasha, A. Oviedova, H. Dong, Bogyeong Kang, G. Sallé, L. Han, Z. Zhao, H. Liu, Y. Fan, T. Yang, S. Hardan, H. Alasmawi, S. Sanjeev, Y. Zhuang, S. Kondo,...

KU감태의

FIESTA: Fourier-Based Semantic Augmentation with Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation

K. Oh, E. Jeon, D.-W. Heo, Y. Shin, H.-I. Suk

KU석흥일

CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation

Kwangmin Ki, Yunhun Nam, Jongheon Jeong, Jaehyung Kim

KU정종헌

Safeguarding Mutual Correction in Source-Free Domain Adaptation via Cut Statistics

Seongjun Lee, Changhee Lee

KU이창희

Training-Free Label Space Alignment for Universal Domain Adaptation

Dujin Lee, Sojung An, Jungmyung Wi, Kuniaki Saito, Donghyun Kim

KU김동현

Subject-Adaptive Multi-Subgraph Framework for Brain Graph Out-of-Distribution Generalization

Jaeyong Chang, Ji-Hye Oh, Suyeon Kwak, Tae-Eui Kam

KU감태의

DyMix: Dynamic Frequency Mixup Scheduler-based Unsupervised Domain Adaptation for Enhancing Alzheimer's Disease Identification

K. Oh, Y. Shin, H.-I. Suk

KU석흥일

COA-HAR: Exploring Contrastive Online test-time Adaptation for wearable sensor-based Human Activity Recognition using sensor data augmentation

Vitor Fortes Rey, Pedro Martelleto Bressane Rezende, Bo Zhou, Sungho Suh, and Paul Lukowicz

KU서승호

Universal Domain Adaptation for Semantic Segmentation

S.-A. Choe, K.-H. Park, Jinwoo Choi, G.-M. Park

KU박경문

Sparsely Labeled fMRI Data Denoising with Meta-Learning-Based Semi-Supervised Domain Adaptation

Keun-Soo Heo, Ji-Wung Han, Soyeon Bak, Minjoo Lim, Bogyeong Kang, Sang-Jun Park, W. Lin, H. Zhang, D. Shen, Tae-Eui Kam

KU감태의

ExpertDiff: Head-less Model Reprogramming with Diffusion Classifiers for Out-of-Distribution Generalization

J. Yoon, J. Sohn, W. Jeong, H.-I. Suk

KU석흥일

Test-Time Adaptation for Online Vision-Language Navigation with Feedback-based Reinforcement Learning

Sungjune Kim, Gyeongrok Oh, Heeju Ko, Daehyun Ji, Dongwook Lee, Byung-Jun Lee, Sujin Jang, Sangpil Kim

KU김상필

CASUAL: Conditional Support Alignment for Domain Adaptation with Label Shift

Anh T. Nguyen, Lam Tran, Anh Tong, Tuan-Duy H. Nguyen, Toan Tran

KUAnh Tong

Lightweight Test-time Adaptation for Robust Out-of-Distribution Face Recognition in Web Services

Dongyoon Seo, Taebeom Lee, Jeongyoon Yoon, Chiho Park, Sangpil Kim, Miyoung Kim, Byoungsoo Koh

KU김상필

Unified Domain Generalization and Adaptation for Multi-View 3D Object Detection

Gyusam Chang, Jiwon Lee, Donghyun Kim, Jinkyu Kim, Dongwook Lee, Daehyun Ji, Sujin Jang, Sangpil Kim

KU김동현

Open-Set Domain Adaptation for Semantic Segmentation

S.-A. Choe, A.-H. Shin, K.-H. Park, Jinwoo Choi, G.-M. Park

KU박경문

CED: Comparing Embedding Differences for Detecting Out-of-Distribution and Hallucinated Text

Hakyung Lee, K.-H. Park, Hoyoon Byun, Jeyoon Yeom, Jihee Kim, G.-M. Park, Kyungwoo Song

KU박경문

GLAD: Global-Local View Alignment and Background Debiasing for Video Domain Adaptation

Hyogun Lee, Kyungho Bae, Seong Jong Ha, Yumin Ko, G.-M. Park, Jinwoo Choi

KU박경문

Enhanced Structure Preservation and Multi-View Approach in Unsupervised Domain Adaptation for Optic Disc and Cup Segmentation

Sanghyeon Cho, Bogyeong Kang, Keun-soo Heo, Eunjung Jo, Tae-Eui Kam

KU감태의

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

KU감태의

Generalized Outlier Exposure: Towards a Trustworthy Out-of-Distribution Detector without Sacrificing Accuracy

Jiin Koo, Sungjoon Choi, Sangheum Hwang

KU최성준

Enhancing EEG Domain Generalization via Weighted Contrastive Learning

S. Jo, S. Jeong, J. Jeon, H.-I. Suk

KU석흥일

Test-Time Adaptation for EEG-based Driver Drowsiness Classification

G.-D. Jang, D.-K. Han, S.-W. Lee

KU이성환

LINe: Out-of-Distribution Detection by Leveraging Important Neurons

Yong Hyun Ahn, G.-M. Park, Seong Tae Kim

KU박경문

LC-MSM: Language-Conditioned Masked Segmentation Model for Unsupervised Domain Adaptation

Y.-E. Kim, Y.-W. Lee, and S.-W. Lee

KU이성환

Frequency Mixup Manipulation based Unsupervised Domain Adaptation for Brain Disease Identification

Y. Shin, J. Maeng, K. Oh, H.-I. Suk

KU석흥일

Enhancing Discriminative Ability Among Similar Classes with Guidance of Text-Image Correlation for Unsupervised Domain Adaptation

Y.-W. Lee, M.-S. Oh, H.-J. Kim, S.-W. Lee

KU이성환