Giter VIP home page Giter VIP logo

real-life-violence-detection's Introduction

Real-life-violence-detection

Data Collection

The data used was data provided by Kaggle. The data is largely divided into Violence and NonViolence for 1000 images each.

Real Life Violence Situations Data

Model

I have used InceptionV3 which is a pretrained Imagenet CNN model provided by Keras.

Update - MobileNetV2 is used to with improved accuracy and predictions. This model was created on Kaggle.

image

Output

Output is in the form of a video, which will tell violence/ non-violence on the top left corner.

v_output

Reference

https://www.pyimagesearch.com/2019/07/15/video-classification-with-keras-and-deep-learning/ https://www.pyimagesearch.com/2019/06/03/fine-tuning-with-keras-and-deep-learning/

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.