miles-deep

Why we included this project

Miles Deep tackles a problem most NSFW detectors ignore: they flag nudity, while this tool tells several specific sexual acts apart and then edits the footage based on that. It runs a convolutional network with residual connections across each second of video, sorts frames into six categories, and lets you strip out everything that isn't the act you're looking for. Both the analysis and the automated cutting live in one small command-line tool. Developers building content-moderation or custom video-classification pipelines will find the C++ batching and threading setup worth studying, since it keeps throughput high on a mid-range GPU. The catch is the stack: it expects Caffe with CUDA 8, so getting it running on a current machine takes some setup work.