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20242026
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cs.CV2026

Beyond Random Sampling: Distribution-Aware Alignment for Semi-Supervised Medical Image Segmentation

Weihao Yan, Yeqiang Qian, Yi Dong +1

Precise medical image segmentation is crucial for clinical diagnosis and treatment planning, yet relies heavily on expensive expert annotations. Semi-supervised medical image segme…

cs.CV2025

Learning-based 3D Reconstruction in Autonomous Driving: A Comprehensive Survey

Liewen Liao, Weihao Yan, Wang Xu +3

Learning-based 3D reconstruction has emerged as a transformative technique in autonomous driving, enabling precise modeling of environments through advanced neural representations.…

cs.CV2024

Cross-Modal Visual Relocalization in Prior LiDAR Maps Utilizing Intensity Textures

Qiyuan Shen, Hengwang Zhao, Weihao Yan +3

Cross-modal localization has drawn increasing attention in recent years, while the visual relocalization in prior LiDAR maps is less studied. Related methods usually suffer from in…

cs.CV2024

SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic Segmentation

Weihao Yan, Yeqiang Qian, Yueyuan Li +3

Semantic segmentation plays an important role in intelligent vehicles, providing pixel-level semantic information about the environment. However, the labeling budget is expensive a…

cs.CV2024

SAM4UDASS: When SAM Meets Unsupervised Domain Adaptive Semantic Segmentation in Intelligent Vehicles

Weihao Yan, Yeqiang Qian, Xingyuan Chen +3

Semantic segmentation plays a critical role in enabling intelligent vehicles to comprehend their surrounding environments. However, deep learning-based methods usually perform poor…