Archives for saliency maps
The effectiveness of a machine learning model is often marred with its inability to explain its decisions to the users. To address this problem, a whole new branch of explainable AI (XAI) has emerged, and the researchers are actively pursuing different methodologies to establish a user-friendly AI. But what about the existing XAI approaches? Are…
The post What Explainable AI Cannot Explain And What Can Be Done appeared first on Analytics India Magazine.
Convolutional Neural Networks (CNNs) have become the leading method for classification and segmentation. In many cases, researchers also focus the attention of the neural network on a particular region in the image. This is known as the Region of Interest (RoI) inserted inside the net as a binary map. The region of interest pooling or…
The post What Is Region Of Interest Pooling? appeared first on Analytics India Magazine.