MICROANALYTICAL’s Weapon Detection-An Automation Tool to enhance Security System.

Welcome to a more Safer World

 X ray baggage scanner is being used in many places, like Airports, Transport terminals, Buildings, Factories, Courthouses, Embassies, Military installations, Prisons, Hotels, Schools, Convention Centers, Security Checkpoints and Special events location and is now is now part of our platform along with exceptional detection system which uses a Computer Vision techniques to detect weapons present inside the baggage.

We provide the whole solution hardware and software to accurately detect baggage moving through entryway, doorways, or choke points via X-Ray Machine in a variety of areas. We use our Computer Vision and highly trained Artificial Intelligence Model and an enterprise alert system to focus on Detecting Weapons like Gun, Knives, Star Blade, Needles, Razor Blade etc. with a higher accuracy to provide you in maintaining more safer environment. Alert can be sent to mobile phone, VMS, Security Platform, or a cloud website. It is fast, friction-less, contact less, and very accurate.

Methodology

To detect objects, we will be using an object detection algorithm which is trained with Google Open Image dataset.

Object Detection

Object detection is a technology that falls under the broader domain of Computer Vision. It deals with identifying and tracking objects present in images and videos. Object detection has multiple applications such as face detection, vehicle detection, pedestrian counting, self-driving cars, security systems, etc.

The two major objectives of object detection include:

  • To identify all objects present in an image
  • Filter out the object of attention

We have trained our Weapon Detection Model in Python with the help of the ImageAI library.

ImageAI

ImageAI is a Python library built to empower developers to build applications and systems with self-contained deep learning and Computer Vision capabilities using a few lines of straight forward code. ImageAI contains a Python implementation of almost all of the state-of-the-art deep learning algorithms like RetinaNet, YOLOv3, and TinyYOLOv3.

YOLO

“You Only Look Once” is an algorithm that uses convolutional neural networks for object detection. You only look once, or YOLO, is one of the faster object detection algorithms out there. It is a very good choice when we need real-time detection, without loss of too much accuracy.

In comparison to recognition algorithms, a detection algorithm does not only predict class labels but detects locations of objects as well. So, It not only classifies the image into a category, but it can also detect multiple Objects within an Image. This Algorithm applies a single Neural network to the Full Image. It means that this network divides the image into regions and predicts bounding boxes and probabilities for each region. These bounding boxes are weighted by the predicted probabilities.

YOLOv3 Architecture

Key Features :

MICROANALYTICAL Security uses a Unique Core Technology to provide a full software to detect weapons inside a baggage. Our team has spent a larger amount of time in building a best in class Weapon Detection System.

  • Proprietor Neural Networks:

Our Neural Network is developed from scratch by very skill full Data Scientists in the field of Deep Learning and Computer Vision.

  • Extensive and Lightweights Nets:

Algorithms used are very fine, lightweight, secured and swift, designed to build to operate in real time and maintain the safety intact.

  • Designed for Thermal Recognition:

We have designed our model to detect weapons even the input is in thermal form. This enables more secured and flexible detection.

  • Flexible Configuration:

Can be configures as a standalone, cloud or with an enterprise on premise server.We provide full software solution it’s just needs an installation in any Security System.

  • Proactive Alert Platform

We have used Computer Vision technologies to instantly alert you when a weapon would be detected. In the screen it would create a boundary around the detected weapon with a name if there’s a multiple weapon detection.

Visualization

Above chart shows the detection of various objects while scanning the baggages at the airport with our Detection System installed in the main server.
The data is collected for a single day and visualized as above.

How It Works

Deploy Detection System

MICROANALYTICAL offers an enterprise solution that is pre-configured and ready to deploy. MICROANALYTICAL’s Weapon Detection System is always searching and watching for a suspected weapon. This helps in detecting the weapon that may be carried by human and keep you safe.

Weapon Detection

Once any weapon is detected, it sends a real-time video feed or an image feed to your security staff, administrator or whomever you designate. At the same time, it can also sent to other enterprise security platform.

Automated Alert System

MICROANALYTICAL’s Weapon Detection system for detecting several weapons does not need to be manned and our computer vision enabled techniques proactively alerts the right people of your choice.

Some of the images of detection using our Deep Learning Model are following