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Threatening activities classification toward users' security

Project description

TACTUS - data pipeline

Threatening activities classification toward users' security

Useful ressources

Installation

Hardware accelerated Torch

You can install torch and torchvision with cuda via pip. Get the pip install command from the official website.

tactus-data

You can create an editable install of this library (see more) with the following command:

python -m pip install tactus_data

The library will be added to your Python's import path and you will be able to import this package from anywhere using

import tactus_data

Data sources

name description url handled in the data pipeline
UT-Interaction Dataset​ This dataset contains videos of continuous executions of 6 classes of human-human interactions: shake-hands, point, hug, push, kick and punch. https://paperswithcode.com/dataset/ut-interaction
Surveillance camera fights dataset​ This dataset is benefited for developing a fight detection system which is aimed to use in surveillance cameras in public areas such as streets, underground stations and more. https://github.com/seymanurakti/fight-detection-surv-dataset 🚫
UCF-Crime​ It consists of 1900 long and untrimmed real-world surveillance videos, with 13 realistic anomalies including Abuse, Arrest, Arson, Assault, Road Accident, Burglary, Explosion, Fighting, Robbery, Shooting, Stealing, Shoplifting, and Vandalism. These anomalies are selected because they have a significant impact on public safety.​ https://paperswithcode.com/dataset/ucf-crime 🚫
Weapon detection dataset​ This dataset contains various categories of knives, guns, and other weapons with their annotations​ https://github.com/ari-dasci/OD-WeaponDetection 🚫
Anomaly Detection Dataset​ This dataset contains training and test videos for abuse detection​ https://www.dropbox.com/sh/75v5ehq4cdg5g5g/AABvnJSwZI7zXb8_myBA0CLHa?dl=0 🚫
Hockey Fight Detection Dataset​ It’s a video database containing 1000 sequences divided in two groups: fights and non-fights​ https://paperswithcode.com/dataset/hockey-fight-detection-dataset 🚫
Real life violence situation dataset This dataset contains about 1000 videos of real street fights as well as non-fights.​ https://www.kaggle.com/datasets/mohamedmustafa/real-life-violence-situations-dataset 🚫

Project details


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