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Pingkun Yan

3 accepted papers

2026

X-WIN: Building Chest Radiograph World Model via Predictive Sensing

CVPR 2026

Chest X-ray radiography (CXR) is an essential medical imaging technique for disease diagnosis. However, as 2D projectional images, CXRs are limited by structural superposition and hence fail to capture 3D anatomies. This limitation makes representation learning and disease diagnosis challenging. To

Cited by 0SourcecodeScholar
2023

When Neural Networks Fail to Generalize? A Model Sensitivity Perspective

AAAI 2023technical

Domain generalization (DG) aims to train a model to perform well in unseen domains under different distributions. This paper considers a more realistic yet more challenging scenario, namely Single Domain Generalization (Single-DG), where only a single source domain is available for training. To tack…

2020

Unsupervised Domain Adaptation with Dual-Scheme Fusion Network for Medical Image Segmentation

IJCAI 2020poster

Domain adaptation aims to alleviate the problem of retraining a pre-trained model when applying it to a different domain, which requires large amount of additional training data of the target domain. Such an objective is usually achieved by establishing connections between the source domain labels a…

Cited by 0SourcePDFScholar