This repository provides a PyTorch/Caffe2 implementation of the Non-local Neural Network architecture for video classification. It includes training scripts with ResNet-50 backbone and pre-trained models for download. The implementation reproduces experiments from the original paper including benchmarks on the Kinetics dataset.