Search Results for author: Ching-Kai Lin

Found 4 papers, 0 papers with code

Using Spatio-Temporal Dual-Stream Network with Self-Supervised Learning for Lung Tumor Classification on Radial Probe Endobronchial Ultrasound Video

no code implementations4 May 2023 Ching-Kai Lin, Chin-Wen Chen, Yun-Chien Cheng

This study designs an automatic diagnosis system based on a 3D neural network, uses the SlowFast architecture as the backbone to fuse temporal and spatial features, and uses the SwAV method of contrastive learning to enhance the noise robustness of the model.

Contrastive Learning Self-Supervised Learning +1

The interpretation of endobronchial ultrasound image using 3D convolutional neural network for differentiating malignant and benign mediastinal lesions

no code implementations29 Jul 2021 Ching-Kai Lin, Shao-Hua Wu, Jerry Chang, Yun-Chien Cheng

To process the EBUS data in the form of a video and appropriately integrate the features of multiple imaging modes, we used a time-series three-dimensional convolutional neural network (3D CNN) to learn the spatiotemporal features and design a variety of architectures to fuse each imaging mode.

Time Series Analysis

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