bknyaz

graph_nn

Graph Classification with Graph Convolutional Networks in PyTorch (NeurIPS 2018 Workshop)

graph_attention_pool

Attention over nodes in Graph Neural Networks using PyTorch (NeurIPS 2019)

sgg

Train Scene Graph Generation for Visual Genome and GQA in PyTorch >= 1.2 with improved zero and few-shot generalization.

bmvc_2019

PyTorch code for our BMVC 2019 paper "Image Classification with Hierarchical Multigraph Networks"

examples

Some code examples

emotiw

code for Emotion Recognition in the Wild (EmotiW) challenge

beauty_vision

Recognition of human faces attractiveness (SCUT-FBP dataset) in Python

autocnn_unsup

Code for paper "Recursive Autoconvolution for Unsupervised Learning of Convolutional Neural Networks" accepted to IJCNN-2017

videos

Scripts for video recognition

ppuda_papers

An evolving list of papers related to "Parameter Prediction for Unseen Deep Architectures"

autocnn_unsup_py

Python scripts for paper "Recursive Autoconvolution for Unsupervised Learning of Convolutional Neural Networks" (https://arxiv.org/abs/1606.00611)

bknyaz.github.io

website

gabors

0.30% error on MNIST with 155 Gabor filters

icv_emotion_challenge

Solution for the emotion recognition challenge

nips2016

Scripts submitted as supplementary material to NIPS 2016

coursera-heterogeneous

Resources to work offline on the assignments of Heterogenous Parallel Programming course from Coursera.

Cutout

2.56%, 15.20%, 1.30% on CIFAR10, CIFAR100, and SVHN https://arxiv.org/abs/1708.04552

dlib

A toolkit for making real world machine learning and data analysis applications in C++

liblinear

ml_classes

Scripts to practice and study methods, e.g., from the Stanford CS class CS231n

nlp_bias

Play around with Transformers in PyTorch

pytorch_geometric

Geometric Deep Learning Extension Library for PyTorch