DLTTA: Dynamic Learning Rate for Test-time Adaptation on Cross-domain Medical Images

1 code implementation • 27 May 2022 • Hongzheng Yang, Cheng Chen, Meirui Jiang, Quande Liu, Jianfeng Cao, Pheng Ann Heng, Qi Dou

Based on this estimated discrepancy, a dynamic learning rate adjustment strategy is then developed to achieve a suitable degree of adaptation for each test sample.

Histopathological Image Classification Image Classification +2

Integrating Artificial Intelligence and Augmented Reality in Robotic Surgery: An Initial dVRK Study Using a Surgical Education Scenario

1 code implementation • 2 Jan 2022 • Yonghao Long, Jianfeng Cao, Anton Deguet, Russell H. Taylor, Qi Dou

In this paper, we develop a novel system by seamlessly merging artificial intelligence module and augmented reality visualization to automatically generate the surgical guidance for robotic surgery education.

Instance segmentation with the number of clusters incorporated in embedding learning

no code implementations • 27 Mar 2021 • Jianfeng Cao, Hong Yan

Semantic and instance segmentation algorithms are two general yet distinct image segmentation solutions powered by Convolution Neural Network.

Clustering Image Segmentation +3