Search Results for author: Lingxiao Luo

Found 4 papers, 2 papers with code

When does Further Pre-training MLM Help? An Empirical Study on Task-Oriented Dialog Pre-training

1 code implementation EMNLP (insights) 2021 Qi Zhu, Yuxian Gu, Lingxiao Luo, Bing Li, Cheng Li, Wei Peng, Minlie Huang, Xiaoyan Zhu

Further pre-training language models on in-domain data (domain-adaptive pre-training, DAPT) or task-relevant data (task-adaptive pre-training, TAPT) before fine-tuning has been shown to improve downstream tasks’ performances.

Building Universal Foundation Models for Medical Image Analysis with Spatially Adaptive Networks

1 code implementation12 Dec 2023 Lingxiao Luo, Xuanzhong Chen, Bingda Tang, Xinsheng Chen, Rong Han, Chengpeng Hu, Yujiang Li, Ting Chen

In this work, we propose a universal foundation model for medical image analysis that processes images with heterogeneous spatial properties using a unified structure.

Image Classification Medical Image Classification +1

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