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susmitha's Projects

alert-generation-on-detection-of-suspicious-activity-using-transfer-learning icon alert-generation-on-detection-of-suspicious-activity-using-transfer-learning

ADAG (Activity Detector and Alert Generator) aims to take real-time videos from CCTV as an input and pass it to the CNN model created with the help of transfer learning and detect ‘Shoplifting’, ‘Robbery’ or ’Break-In’ in the store and notify it to the owners as soon as it occurs. Finally the main motive is to provide a system that detects suspicious activities without human intervention and generates alert, thus making a huge revolution in today’s surveillance system.

awesome icon awesome

😎 Awesome lists about all kinds of interesting topics

imageai icon imageai

A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities

imutils icon imutils

A series of convenience functions to make basic image processing operations such as translation, rotation, resizing, skeletonization, and displaying Matplotlib images easier with OpenCV and Python.

paddledetection icon paddledetection

Object Detection toolkit based on PaddlePaddle. It supports object detection, instance segmentation, multiple object tracking and real-time multi-person keypoint detection.

real-time-event-detection-for-video-streams icon real-time-event-detection-for-video-streams

Designed and implemented Computer Vision pipeline for Video Stream object detection and classification. This Real-Time classifier used YOLO, MobileNet, and OpenCV to detect cars and classify their type and colour. The evaluation of the video was compared with a ground truth file which our pipeline which we calculated F1-Scores. The system scored 94%, 85%, and 90% for the detection of cars, classification of car type, and classification of car colour respectively.

skeleton-based-action-recognition icon skeleton-based-action-recognition

This repository provides implementation of a baseline method and our proposed methods for efficient Skeleton-based Human Action Recognition.

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