Archives for GAN model
When it comes to large datasets with higher pixel values, GAN generates the images with sharp pixels that look crispy though make the training unstable. Generating high-resolution images is a challenging task because the generator must know the details and structures involved in images. The high-resolution images can cause any issues that the discriminator can easily spot; therefore, the whole training process fails.
The post Hands-On Guide to Generating Artificial Faces Using Progressive GAN appeared first on Analytics India Magazine.
Generative adversarial networks, also known as GANs is an algorithmic architecture is used widely in the field of image generation. GANs can be taught to automatically create many things such as images, music, speech, or prose.
The post Beginner’s Guide to Generative Adversarial Networks (GANs) appeared first on Analytics India Magazine.
The basic premise of BigGAN is simple; scale-up GAN training to benefit from larger models and larger batches.
The post Hands-on Guide to BigGAN with Python code appeared first on Analytics India Magazine.
The basic premise of BigGAN is simple; scale-up GAN training to benefit from larger models and larger batches.
The post Hands-on Guide to BigGAN with Python code appeared first on Analytics India Magazine.
Deep neural network models have witnessed significant success in modern computer vision pipelines. Deep Nostalgia utilises Generative Adversarial Networks (GANs) to animate faces in still photos. Here is a list of the top alternatives to Deep Nostalgia. (The list is in no particular order) 1| Unfade About: Unfade is an app that helps photographers immortalise…
The post Top 5 Alternatives To Deep Nostalgia appeared first on Analytics India Magazine.
Following MIT, researchers at NVIDIA have recently developed a new augmented method for training Generative Adversarial Networks (GANs) with a limited amount of data. The approach is an adaptive discriminator augmentation mechanism that significantly stabilised training in limited data regimes. Machine learning models are data-hungry. As a matter of fact, in the past few years,…
The post A New Trend Of Training GANs With Less Data: NVIDIA Joins The Gang appeared first on Analytics India Magazine.
Recently, researchers from Shanghai Tech University introduced a new GAN-based framework that can perform human image synthesis by using a 3D body mesh recovery module, known as Impersonator++. According to the researchers, the Impersonator++ framework tackles human image synthesis, including human motion imitation, appearance transfer, and novel view synthesis. With the gaining prominence of adversarial…
The post Meet Impersonator++: A GAN-Based Model That Can Make You A Dancer In Just Seconds appeared first on Analytics India Magazine.
Recently, researchers from Shanghai Tech University introduced a new GAN-based framework that can perform human image synthesis by using a 3D body mesh recovery module, known as Impersonator++. According to the researchers, the Impersonator++ framework tackles human image synthesis, including human motion imitation, appearance transfer, and novel view synthesis. With the gaining prominence of adversarial…
The post Meet Impersonator++: A GAN-Based Model That Can Make You A Dancer In Just Seconds appeared first on Analytics India Magazine.