# ryanjay0/miles-deep

Deep Learning Porn Video Classifier/Editor with Caffe

Repository: https://github.com/ryanjay0/miles-deep
Canonical: https://ross.abutalabs.com/products/miles-deep
Language: C++
License: GPL-3.0
License Family: copyleft
Last push: 2018-08-23T12:37:35+00:00

## Health v2 (maintenance only)
Score: 23/100 (v2, computed 2026-09-02T17:46:02.011165+00:00)
- activity 0, release rhythm 8, longevity 100
- inputs: {"age_days": 3580, "days_push": 2932, "days_rel": null, "gap_med": null, "n_releases_24m": 0}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 2658, forks 280 (observed 2026-08-28T04:07:07.360530+00:00)

## What it is
Miles Deep is a C++ deep learning application built on Caffe that classifies each second of a pornographic video into six sexual act categories with 95% accuracy, then automatically edits the video based on those classifications. It also serves as a general framework for classifying video with any Caffe model using batching and threading.

## Use cases
- automatically edit porn videos to remove non-sexual scenes
- cut out specific sexual acts from a video
- classify video content per second with a CNN
- run video classification with a custom Caffe model
- batch-process videos for NSFW scene detection

## When to choose
- you need automated per-second classification and editing of adult video content
- you want a reusable C++ framework for video classification with Caffe models
- you need a GPU-accelerated video scene classifier on Linux

## When to avoid
- you need a maintained tool - the project has not been updated since 2018
- you need Windows or macOS support
- you need general-purpose NSFW image classification rather than video act classification
- you prefer modern frameworks like PyTorch over Caffe

## Facets
- artifact type: application
- maturity: abandoned
- function: machine-learning, deep-learning, video-processing, image-processing, computer-vision
- domain: machine-learning, deep-learning, media
- platform: cpp
- tags: nsfw-classification, video-editing, caffe, adult-content, video-classification, video, linux, gpu

## Member repositories
- ryanjay0/miles-deep (main) score 23

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:07:07.360530+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T02:18:26.372962+00:00, confidence not recorded.
  - readme: https://github.com/ryanjay0/miles-deep (fetched 2026-08-28T04:07:07.360530+00:00, sha 9fb7454ec703)
- Data as of 2026-08-30T08:39:29.467469+00:00.