Name: Animesh Karnewar
Type: User
Company: UCL
Bio: PhD @smartgeometry-ucl|Marie Curie Fellow for PRIME-ITN|Research interests: VFX, Movies, Video Games, Generative Modelling, Computer Graphics, PBR, DL, AI.
Twitter: AnimeshKarnewar
Location: London
Blog: https://akanimax.github.io
Animesh Karnewar's Projects
Elucidating the Design Space of Diffusion-Based Generative Models (EDM)
When a data signal propagates through the Neural Network, it is not mandatory that the energy of the signal will be preserved throughout the neural computations. This research attempts at collecting (perhaps creating) techniques for preserving the Energy throughout the network.
A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)
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.
Typical GPU based Task
This repository validates the GWPI index method for watershed-prioritisation using the ROC_AUC method against the water level-fluctuation values
repository for mini-projects
Various GANs trained on a dataset containing images of Indian Celebrities (procured by me).
Instant neural graphics primitives: lightning fast NeRF and more
A small intro to property-based testing
Solving the invasive species detection challenge on Kaggle
A small repository for keeping repeating code chunks that are mostly required for the typical errands in machine learning projects.
MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)
MSG StyleGAN in tensorflow
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
I worship the one true neural network architecture that can autonomously learn everything.
Implementation of the paper -> https://arxiv.org/abs/1709.00155. For converting information present in the form of structured data into natural language text
Code release for NeRF (Neural Radiance Fields)
implementation of preliminary machinery of NLP. These codes can be referred for studying the theoretical concepts of NLP
A research and review of techniques to provide a natural language interface to RDMS.
Solving the New York taxi trip duration prediction challenge on Kaggle
Open source + Free for Commercial Use implementation of StyleGANv2 in pytorch
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Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"
Examples trained using the python pytorch package pro-gan-pth
A lightweight template for building AI-based prototype/research POCs in Python. My poison (DL framework :laugh: ) of choice is PyTorch!
A restful system implementing token based authentication for allowing users to book movie tickets online. Use of Play framework for scala