AI And The Ghost In The Machine
convolutional neural network natural language processing :: Article Creator Object Processing Comparison Between Humans And Deep Neural Networks At Various Levels Of Visual Abstraction The following is a summary of "From Photos to Sketches – how humans and deep neural networks process objects across different levels of Visual abstraction," published in the February 2022 issue of Ophthalmology by Singer et al. For a study, researchers sought to investigate the ability of deep convolutional neural networks (CNNs) to generalize abstracted object images, such as drawings, and compare this ability to human behavior. Specifically, the study addressed the seemingly conflicting findings in previous work, where CNNs trained on natural images exhibited poor classification performance on drawings. In contrast, other studies demonstrated highly similar latent representations in the networks for abstracted and natural images. The study analyzed the...