3 papers
cs.CV2026
DRAFT: Decoding and Reconstructing 3D Room Layouts from fMRI and Camera Trajectories
Chi-Wei Lee, An-Kai Chen, Cheng-Han Chiang +2
While functional magnetic resonance imaging (fMRI) decoders reconstruct images and 3D objects, recovering the metric geometry of rooms from a moving viewpoint remains an open chall…
cs.SD2026
Measuring Robustness of Speech Recognition from MEG Signals Under Distribution Shift
Sheng-You Chien, Bo-Yi Mao, Yi-Ning Chang +1
This study investigates robust speech-related decoding from non-invasive MEG signals using the LibriBrain phoneme-classification benchmark from the 2025 PNPL competition. We compar…
cs.CV2025
Uncovering Overconfident Failures in CXR Models via Augmentation-Sensitivity Risk Scoring
Han-Jay Shu, Wei-Ning Chiu, Shun-Ting Chang +4
Deep learning models achieve strong performance in chest radiograph (CXR) interpretation, yet fairness and reliability concerns persist. Models often show uneven accuracy across pa…