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Generative Adversarial Networks or popularly known as GANs, have been successfully used in various areas such as computer vision, medical imaging, style transfer, natural language generation, to name a few. In one of our articles, we discussed the beginner’s guide to GANs and how it proves to be a front-runner for gaining the ultimate artificial…
The post Top 8 GAN-Based Projects One Can Try Their Hands-On appeared first on Analytics India Magazine.
From generating deep fake faces to fake videos, Artificial Neural Network has touched new heights as well as opened up various directions in the domain of emerging technologies. While modelling a deep ANN, it is important to use the right metrics with the right dataset to build up a robust model. Generative adversarial networks (GANs)…
The post Google Proposes Fréchet Distance To Assess AI-Generated Audio & Video Quality appeared first on Analytics India Magazine.
So far, in measuring the performance of generative networks, metrics like Fréchet Inception Distance (FID) have been popular with the evaluation of GANs. However, these metrics sometimes fail to distinguish between different failure cases owing to their one-dimensional scores. FID compares the statistics of generated samples to real samples, instead of evaluating generated samples in…
The post How To Find The Right Metric For Optimal Training In Generative Networks appeared first on Analytics India Magazine.
From Snapchat face swap to Mona Lisa talking, DeepFake has come a long way in the field of technology. This creepy technology has given us some chills since its advancements in the face-swapping phenomenon. Recently, we have witnessed DeepFaking Jim Carrey into Jack Nicholson’s most popular cult classic The Shining, swapping Nicolas Cage’s face with…
The post GANs Can Swap Faces Now With FSGAN: A New Deep Learning Approach To Face Swapping appeared first on Analytics India Magazine.
In a field like Computer Vision, which has been explored and studied for long, Generative Adversarial Network (GAN) was a recent addition which instantly became a new standard for training machines. GAN is an architecture developed by Ian Goodfellow and his colleagues in 2014 which makes use of multiple neural networks that compete against each…
The post How To Build A Generative Adversarial Network In 8 Simple Steps appeared first on Analytics India Magazine.
In a field like Computer Vision, which has been explored and studied for long, Generative Adversarial Network (GAN) was a recent addition which instantly became a new standard for training machines. GAN is an architecture developed by Ian Goodfellow and his colleagues in 2014 which makes use of multiple neural networks that compete against each…
The post How To Build A Generative Adversarial Network In 8 Simple Steps appeared first on Analytics India Magazine.
The guiding principle of generative models is being able to construct a convincing example of the data that it is fed with. The more realistic the image, the stronger is the evidence that the model has grasped the objective. Generative models offer an appealing alternative to self-supervised tasks in that they are trained to model…
The post BigBiGAN Sets New Benchmark For Unsupervised Representation Learning appeared first on Analytics India Magazine.
The world has become more connected now than ever before. An opinion can fly at light speed across continents and a revolution can be sparked by remote players in a matter of hours. And as the technology keeps improving, new methods are being discovered by fraudulent players to up their ante. Most platform owners tussle…
The post How To Keep World Leaders Safe From Deep Fake appeared first on Analytics India Magazine.
Machine Learning has found its application in various parts of the industry. One of the toughest challenges for an intelligent system can be to build something sensible out of raw inputs — for example, the culinary arts. But what if a machine or an algorithm can compose and generate a recipe for you? This is…
The post GANs Learn To Do More, Can Now Put Together A Delicious Pizza appeared first on Analytics India Magazine.
Everyone has spent a lot of time in MS Paint when first learning to use a computer, creating basic pieces of art using simple tools. Now, NVIDIA has come up with a demonstration of their latest research, which can create a simplistic image into a photorealistic landscape. Known as GauGAN, this neural network has an…
The post GauGAN Can Turn MS Paint-Like Sketches Into Photorealistic Masterpieces appeared first on Analytics India Magazine.