Individual neurons in the central nervous system typically integrate inputs arising from many other neurons. Such pooling operations are thought to contribute importantly to sensation and perception, ...

Figure 1: Two kinds of experiments in which a highly multivariate quantity (yellow box) is to be related to a categorical quantity (purple box). These are only the simplest prototypes. The ...

本研究针对深度学习模型解释方法Grad-CAM（Gradient-weighted Class Activation Mapping）的核心假设缺陷展开，通过分析VinDr-CXR、ImageNet和MNIST数据集，揭示了大感受野（Receptive Field, RF）导致特征空间信息分散的问题，并提出有效感受野（Effective Receptive Field, ERF）量化方法。

About 1.25 million neurons in the retina -- each of which views the world only through a small jagged window called a receptive field -- collectively form the seamless picture we rely on to navigate ...