Computer Vision
Deepfakes: Face synthesis with GANs and Autoencoders

Deepfakes: Face synthesis with GANs and Autoencoders

A closer look on Deepfakes: face sythesis with StyleGAN, face swap with XceptionNet and facial attributes and expression manipulation with StarGAN

Deep learning in medical imaging - 3D medical image segmentation with PyTorch

Deep learning in medical imaging - 3D medical image segmentation with PyTorch

The basic MRI foundations are presented for tensor representation, as well as the basic components to apply a deep learning method that handles the task-specific problems(class imbalance, limited data). Moreover, we present some features of the open source medical image segmentation library. Finally, we discuss our preliminary experimental results and provide sources to find medical imaging data.

Human Pose Estimation

Human Pose Estimation

An overview of the most popular models for performing 2D or 3D Human Pose Estimation

YOLO - You only look once (Single shot detectors)

YOLO - You only look once (Single shot detectors)

Single shot detectors and how YOLO is used for object detection and localization

Localization and Object Detection with Deep Learning

Localization and Object Detection with Deep Learning

Explain RCNN, Fast RCNN and Faster RCNN

Semantic Segmentation in the era of Neural Networks

Semantic Segmentation in the era of Neural Networks

Semantic segmentation with deep learning

How to Generate Images using Autoencoders

How to Generate Images using Autoencoders

Learn what autoencoders are and build one to generate new images

Self-driving cars using Deep Learning

Self-driving cars using Deep Learning

How self driving cars work, why Deep Learning made them a reality and how to program one (sort of)