Search Results for author: Li Tian

Found 4 papers, 1 papers with code

A Robust Deep Learning Method with Uncertainty Estimation for the Pathological Classification of Renal Cell Carcinoma based on CT Images

no code implementations1 Nov 2023 Ni Yao, Hang Hu, Kaicong Chen, Chen Zhao, Yuan Guo, Boya Li, Jiaofen Nan, Yanting Li, Chuang Han, Fubao Zhu, Weihua Zhou, Li Tian

By using five-fold cross-validation, a deep learning model incorporating uncertainty estimation was developed to classify RCC subtypes into clear cell RCC (ccRCC), papillary RCC (pRCC), and chromophobe RCC (chRCC).

Decision Making

Improving Generalization in Meta-learning via Task Augmentation

1 code implementation26 Jul 2020 Huaxiu Yao, Long-Kai Huang, Linjun Zhang, Ying WEI, Li Tian, James Zou, Junzhou Huang, Zhenhui Li

Moreover, both MetaMix and Channel Shuffle outperform state-of-the-art results by a large margin across many datasets and are compatible with existing meta-learning algorithms.

Meta-Learning

Inverse Projection Representation and Category Contribution Rate for Robust Tumor Recognition

no code implementations9 Feb 2019 Xiao-Hui Yang, Li Tian, Yun-Mei Chen, Li-Jun Yang, Shuang Xu, Wen-Ming Wu

In this paper, a stable inverse projection representation based classification (IPRC) is presented to tackle these problems by effectively using test samples.

Classification General Classification +1

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