Google Used Fréchet Distance To Assess AI-Generated Audio & Video Quality

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…

How To Find The Right Metric For Optimal Training In Generative Networks

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…

GANs Can Swap Faces Now With FSGAN: A New Deep Learning Approach To Face Swapping

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…

How To Build A Generative Adversarial Network In 8 Simple Steps

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…

BigBiGAN Sets New Benchmark For Unsupervised Representation Learning

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…

How To Keep World Leaders Safe From Deep Fake 

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…

GANs Learn To Do More, Can Now Put Together A Delicious Pizza

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…

GauGAN Can Turn MS Paint-Like Sketches Into Photorealistic Masterpieces

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…

Top GAN Research Papers Every Machine Learning Enthusiast Must Peruse

In the early 1960s, AI pioneer Herbert Simon observed that in a span of two decades, machines will match the cognitive abilities of humankind. Predictions like these motivated theorists, sceptics and thinkers from a cross-section of domains to find ways…

Making A Case For Art With GANs

Does art stop being art once it is deprived of its human connection; its creator? Where can one draw the line?  Should art created by non-human entities like AI be given the same stature as that of Picasso or Van…

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