Titlebook: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022; 25th International C Linwei Wang,Qi Dou,Shuo Li Conference procee

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Mask Rearranging Data Augmentation for?3D Mitochondria Segmentationnstrate that, as a plug-and-play module, the proposed method boosts existing 3D mitochondria segmentation networks to achieve state-of-the-art performance. Especially, the proposed method brings significant improvements when training data is extremely limited. Code will be available at: ..

蔓藤圖飾

Implicit Neural Representations for Generative Modeling of?Living Cell Shapesd lung cancer cells with growing complex filopodial protrusions. Our results show that shape descriptors of synthetic cells resemble those of real cells, and that our model is able to generate topologically plausible sequences of complex cell shapes in 3D+time.

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Trichomonas Vaginalis Segmentation in?Microscope Imagesng object-level mask labels, object boundaries, and challenging attributes. Besides, we propose a simple yet effective baseline, termed ., to automatically segment Trichomonas from microscopic images, including high-resolution fusion and foreground-background attention modules. Extensive experiments

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Lament

Domain Adaptive Mitochondria Segmentation via?Enforcing Inter-Section Consistencyarget volumes are then aligned via adversarial learning. Meanwhile, guided by the learned inter-section residual, we can generate pseudo labels to supervise the segmentation of adjacent sections inside the target volume, which further enforces inter-section consistency. Extensive experiments demonst

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