Search Results for author: Lifu Shi

Found 4 papers, 1 papers with code

Swin MAE: Masked Autoencoders for Small Datasets

1 code implementation28 Dec 2022 Zi'an Xu, Yin Dai, Fayu Liu, Weibing Chen, Yue Liu, Lifu Shi, Sheng Liu, YuHang Zhou

The development of deep learning models in medical image analysis is majorly limited by the lack of large-sized and well-annotated datasets.

Transfer Learning

An Anatomy-aware Framework for Automatic Segmentation of Parotid Tumor from Multimodal MRI

no code implementations4 Oct 2022 Yifan Gao, Yin Dai, Fayu Liu, Weibing Chen, Lifu Shi

Second, considering that the segmentation model is prone to be disturbed by similar anatomical structures and make wrong predictions, we design anatomy-aware loss.

Anatomy Segmentation +1

Parotid Gland MRI Segmentation Based on Swin-Unet and Multimodal Images

no code implementations7 Jun 2022 Zi'an Xu, Yin Dai, Fayu Liu, Siqi Li, Sheng Liu, Lifu Shi, Jun Fu

Preoperative tumor localization, differential diagnosis, and subsequent selection of appropriate treatment for parotid gland tumors are critical.

MRI segmentation Segmentation +1

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