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cs.CV2022
Robust One-shot Segmentation of Brain Tissues via Image-aligned Style Transformation
Jinxin Lv, Xiaoyu Zeng, Sheng Wang +3
One-shot segmentation of brain tissues is typically a dual-model iterative learning: a registration model (reg-model) warps a carefully-labeled atlas onto unlabeled images to initi…
cs.CV2022
Bidirectional Semi-supervised Dual-branch CNN for Robust 3D Reconstruction of Stereo Endoscopic Images via Adaptive Cross and Parallel Supervisions
Hongkuan Shi, Zhiwei Wang, Ying Zhou +3
Semi-supervised learning via teacher-student network can train a model effectively on a few labeled samples. It enables a student model to distill knowledge from the teacher's pred…
cs.CV2022
Accurate Scoliosis Vertebral Landmark Localization on X-ray Images via Shape-constrained Multi-stage Cascaded CNNs
Zhiwei Wang, Jinxin Lv, Yunqiao Yang +5
Vertebral landmark localization is a crucial step for variant spine-related clinical applications, which requires detecting the corner points of 17 vertebrae. However, the neighbor…