akanimax
PhD @smartgeometry-ucl|Marie Curie Fellow for PRIME-ITN|Research interests: VFX, Movies, Video Games, Generative Modelling, Computer Graphics, PBR, DL, AI.
UCLLondon
Pinned Repositories
big-discriminator-batch-spoofing-gan
BMSG-GAN with more features
BMSG-GAN
[MSG-GAN] Any body can GAN! Highly stable and robust architecture. Requires little to no hyperparameter tuning. Pytorch Implementation
fagan
A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)
msg-gan-v1
MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)
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
pro_gan_pytorch
Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"
T2F
T2F: text to face generation using Deep Learning
thr3ed_atom
ReLU Fields The Little Non-linearity That Could
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)
akanimax's Repositories
akanimax/BMSG-GAN
[MSG-GAN] Any body can GAN! Highly stable and robust architecture. Requires little to no hyperparameter tuning. Pytorch Implementation
akanimax/T2F
T2F: text to face generation using Deep Learning
akanimax/pro_gan_pytorch
Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"
akanimax/msg-stylegan-tf
MSG StyleGAN in tensorflow
akanimax/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
akanimax/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)
akanimax/msg-gan-v1
MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)
akanimax/fagan
A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)
akanimax/thr3ed_atom
ReLU Fields The Little Non-linearity That Could
akanimax/big-discriminator-batch-spoofing-gan
BMSG-GAN with more features
akanimax/pro_gan_pytorch-examples
Examples trained using the python pytorch package pro-gan-pth
akanimax/attn_gan_pytorch
python package for self-attention gan implemented as extension of PyTorch nn.Module. paper -> https://arxiv.org/abs/1805.08318
akanimax/open-styleganv2-pytorch
Open source + Free for Commercial Use implementation of StyleGANv2 in pytorch
akanimax/3inGAN
akanimax/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.
akanimax/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!
akanimax/indian-celeb-gans
Various GANs trained on a dataset containing images of Indian Celebrities (procured by me).
akanimax/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
akanimax/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
akanimax/some-randon-gan-1
MSG-GAN with self attention. For MSG-GAN head to -> https://github.com/akanimax/MSG-GAN
akanimax/dcgan_pytorch
GAN example created using the attn_gan_pytorch package -> https://github.com/akanimax/attn_gan_pytorch
akanimax/stylegan2
StyleGAN2 - Official TensorFlow Implementation
akanimax/edm
Elucidating the Design Space of Diffusion-Based Generative Models (EDM)
akanimax/instant-ngp
Instant neural graphics primitives: lightning fast NeRF and more
akanimax/mipnerf
akanimax/nerf
Code release for NeRF (Neural Radiance Fields)
akanimax/proSR
akanimax/python-instagram-filters
akanimax/SPADE
Semantic Image Synthesis with SPADE
akanimax/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.