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Full-Text Articles in Physical Sciences and Mathematics
Image Spam Classification With Deep Neural Networks, Ajay Pal Singh, Katerina Potika
Image Spam Classification With Deep Neural Networks, Ajay Pal Singh, Katerina Potika
Faculty Publications, Computer Science
Image classification is a fundamental problem of computer vision and pattern recognition. We focus on images that contain spam. Spam is unwanted bulk content, and image spam is unwanted content embedded inside the images. Image spam potentially creates a threat to the credibility of any email-based communication system. While a lot of machine learning techniques are successful in detecting textual based spam, this is not the case for image spams, which can easily evade these textual-spam detection systems. In our work, we explore and evaluate four deep learning techniques that detect image spams. First, we train deep neural networks using …
Video Synthesis From The Stylegan Latent Space, Lei Zhang
Video Synthesis From The Stylegan Latent Space, Lei Zhang
Master's Projects
Generative models have shown impressive results in generating synthetic images. However, video synthesis is still difficult to achieve, even for these generative models. The best videos that generative models can currently create are a few seconds long, distorted, and low resolution. For this project, I propose and implement a model to synthesize videos at 1024x1024x32 resolution that include human facial expressions by using static images generated from a Generative Adversarial Network trained on the human facial images. To the best of my knowledge, this is the first work that generates realistic videos that are larger than 256x256 resolution from single …