PARANOID, MOI? – ERASING DAVID

Paranoid? Who Says I'm Paranoid?

Random Erasing Data Augmentation

In this paper, we introduce Random Erasing, a new data augmentation method for training the convolutional neural network (CNN). In training, Random Erasing randomly selects a rectangle region in an image and erases its pixels with random values. In this process, training images with various levels of occlusion are generated, which reduces the risk of over-fitting and makes the model robust to o...

Learning by Erasing

Learning by erasing means the process of eliminating potential hypotheses from further consideration thereby converging to the least hypothesis never eliminated and this one must be a solution to the actual learning problem. The present paper deals with learnability by erasing of indexed families L of languages from both positive data as well as positive and negative data. This refers to the fo...

Learning by Erasing 3

Learning by erasing means the process of eliminating potential hypotheses from further consideration thereby converging to the least hypothesis never eliminated and this one must be a solution to the actual learning problem. The present paper deals with learnability by erasing of indexed families of languages from both positive data as well as positive and negative data. This refers to the foll...

Restricted Ambiguity of Erasing Morphisms

A morphism h is called ambiguous for a string s if there is another morphism that maps s to the same image as h; otherwise, it is called unambiguous. In this paper, we examine some fundamental problems on the ambiguity of erasing morphisms. We provide a detailed analysis of so-called ambiguity partitions, and our main result uses this concept to characterise those strings that have a morphism o...