1. / German Automaker Labels 12M Objects per Annum from Street Videos
Overview
The proliferation of sensors and cameras fosters next-generation ecosystems such as smart cities, smart transportation, smart infrastructure, etc. The value lies in accurately translating visual data into actionable insights in real-time. The customer wanted to automate the labeling process for street videos with live footage from various daytime conditions and locations to identify objects such as vehicles, street lights, and pedestrians.
Problem
Manually labeling objects from street videos was leading to:  
  • Protracted cycles for object analysis
  • Increased cost due to higher manual labor
  • Higher scope for human errors
Solution
Apexon brought onboard its Image & Video Analytics platform, a proprietary deep learning platform, that speeds up analysis of visual data to enable:  
  • Proactive prediction of objects seen in the video with deep learning algorithms such as EfficientDet, Resnet 50, Mask CNN, and the COCO weights
  • Curation of tags and corresponding images with XML parser - a data generator tool 
  • Identification of object location across all frames and annotation generation with object tracking algorithms and computer vision
  • Conversion of annotations to XMLs with an XML generator to calibrate pinhole camera position and tool resolution
Impact
With our deep learning platform for visual data analysis, the customer was able to:  
  • Drive 45% FTE savings with labeling automation
  • Improve the quality of annotation by 10-20%
  • Achieve more than 92% labeling accuracy 
  • Reduce time to label new objects by 50% with reusable computer vision components

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