{"repo":"GoogleCloudPlatform/dataflow-video-analytics","free":true,"listed":false,"github":"https://github.com/GoogleCloudPlatform/dataflow-video-analytics","clone":"git clone https://github.com/GoogleCloudPlatform/dataflow-video-analytics.git","description":"Video Clip Analytics By Using Dataflow and Video AI For Object Tracking","language":"Java","stars":39,"topics":["dataflow","video","analytics","mlapi","videoai","streaming"],"license":null,"category":"analytics","readme_excerpt":"Video Analytics Solution Using Dataflow & Video AI This repo contains a reference implementations for video analytics solutions by using Dataflow & Video AI. The goal is to provide an easy to use end to end solution to process large scale unstructured video data by bringing multiple data streams together to drive insight using Video AI. Table of Contents Object Detection in Video Clips. Reference Architecture. Build & Run Using Dataflow Flex Template. Test Using a Drone Video Clip Dataset from Kaggle . Custom Json Output and Filtering . Object Detection in Video Clips Many customers across various industries are producing large volumes of unstructured data and are looking for easy to use streaming solutions to analyze in near real time. For example, alarm monitoring companies want to augment motion sensor data with the analysis of video clips (and, eventually, live video feeds) to determine if a dispatch of a security team to a customer’s premises is justified and therefore reduce the false positive rate that drives the costs of their operations up. This section of this repo highlights how you can use this pipeline to detect objects in large scale video clips and customize the Json response for downstream systems to consume. For testing purpose, we use this dataset from Kaggle collected from drone video clips. Reference Architecture Using Video Intelligence API How the pipeline works? 1. Solution assumes video clips are uploaded and stored in a GCS bucket and a metadata notif","default_branch":null,"files":null,"tree":[],"storefront":"/r/GoogleCloudPlatform","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/GoogleCloudPlatform/dataflow-video-analytics/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}