akanimax

BMSG-GAN

[MSG-GAN] Any body can GAN! Highly stable and robust architecture. Requires little to no hyperparameter tuning. Pytorch Implementation

T2F

T2F: text to face generation using Deep Learning

pro_gan_pytorch

Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"

msg-stylegan-tf

MSG StyleGAN in tensorflow

natural-language-summary-generation-from-structured-data

Implementation of the paper -> https://arxiv.org/abs/1709.00155. For converting information present in the form of structured data into natural language text

Variational_Discriminator_Bottleneck

Implementation (with some experimentation) of the paper titled "VARIATIONAL DISCRIMINATOR BOTTLENECK: IMPROVING IMITATION LEARNING, INVERSE RL, AND GANS BY CONSTRAINING INFORMATION FLOW" (arxiv -> https://arxiv.org/pdf/1810.00821.pdf)

msg-gan-v1

MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)

fagan

A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)

thr3ed_atom

ReLU Fields The Little Non-linearity That Could

big-discriminator-batch-spoofing-gan

BMSG-GAN with more features

pro_gan_pytorch-examples

Examples trained using the python pytorch package pro-gan-pth

attn_gan_pytorch

python package for self-attention gan implemented as extension of PyTorch nn.Module. paper -> https://arxiv.org/abs/1805.08318

open-styleganv2-pytorch

Open source + Free for Commercial Use implementation of StyleGANv2 in pytorch

3inGAN

GAN-understanding

Implements gans on toy datasets and preliminary ML datasets for showing certain aspects of convergence and stability. Tries to cover various loss functions defined over the years.

python_ai_project_template

A lightweight template for building AI-based prototype/research POCs in Python. My poison (DL framework :laugh: ) of choice is PyTorch!

indian-celeb-gans

Various GANs trained on a dataset containing images of Indian Celebrities (procured by me).

multithreaded-histogram-equalization-cpp

Explanatory Code for performing Histogram Equalization on Images for contrast improvement. The code uses OpenCV in C++ for image read/write and uses pthread for multithreading

some-random-gan-2

More experimentation with the base MSG-GAN architecture. This includes the coord-conv layers in the architecture. For more info about MSG-GAN, head to -> https://github.com/akanimax/msg-stylegan-tf

some-randon-gan-1

MSG-GAN with self attention. For MSG-GAN head to -> https://github.com/akanimax/MSG-GAN

dcgan_pytorch

GAN example created using the attn_gan_pytorch package -> https://github.com/akanimax/attn_gan_pytorch

stylegan2

StyleGAN2 - Official TensorFlow Implementation

edm

Elucidating the Design Space of Diffusion-Based Generative Models (EDM)

instant-ngp

Instant neural graphics primitives: lightning fast NeRF and more

mipnerf

nerf

Code release for NeRF (Neural Radiance Fields)

proSR

python-instagram-filters

SPADE

Semantic Image Synthesis with SPADE

webDev-angularjs

Web projects as a part of the Single-Page-Web-Development-using-AngularJS coursera course. This repo contains use of Bootstrap for styling the front-end pages.