图片来源于网上Introduction to Machine Learning slides 假设真实数据 X 服从分布 D ,通常我们只能得到该分布中的一部分样本 ,x1,x2,...,xm ,专家通过一定的规则给这些样本赋予标签,有了数据之后,我们就设计学习算法,通过最小化经验风险,我们可以得到一个输出模型 h 。那么再来新的样本时,我们就可以利用 h 来...
http://metalearning.ml/2018/slides/meta_learning_2018_Larochelle.pdf
A metric-based few-shot learning algorithm The proposed Category Traversal Module (CTM) serves as a plug-and-play unit to most existing methods, with ~2% improvement in accuracy. Install There are some dependencies; be sure to install the newer version to be compatible with the latest pytorch...
Link to slides of conference presentation: https://drive.google.com/file/d/1c9W6mXf2U5imW_emDJw-pnAKdoxrRzft/view?usp=drive_link The problem addressed with this research is to solve the extended few-shot learning problem with queries of images of both known and unknown images. A support...
Current multi-instance learning algorithms for pathology image analysis often require a substantial number of Whole Slide Images for effective training but exhibit suboptimal performance in scenarios with limited learning data. In clinical settings, restricted access to pathology slides is inevitable due to...
Abstract: Recent digital histopathology datasets have significantly advanced the development of deep learning-based histopathology frameworks. However, data leakage in model training can lead to artificially high metrics that do not genuinely reflect the strength of the approach. The LC25000 dataset, consi...
Keywords: PMSM; fault diagnosis; WCNN; few-shot learning 1. Introduction The servo actuating system is the actuator of the automatic flight control system. When the aircraft needs to change its attitude and trajectory, it is the Servo actuating system that drives the steering plane to deflect,...