Terabytes Under Control: Real-Time Video Compression with AUTERA on a Vehicle Logger

  • 汽车
  • 自动驾驶
  • 数据记录

17:08min

概述

How can massive amounts of data from camera streams be efficiently captured without storage and processing costs skyrocketing? The hands-on video on AUTERA real-time data compression addresses this challenge.

In modern data acquisition campaigns involving multiple vehicles and high-resolution sensors, raw data quickly consumes terabytes of storage and leads to long upload and processing times. AUTERA provides an efficient, practical solution here. It uses GPU-accelerated compression on the AUTERA AutoBox, allowing video data to be compressed live during recording. Using RTMaps and GStreamer integration, the workflow demonstrates how H.264 compression can be seamlessly integrated into an existing data acquisition pipeline with minimal configuration effort.

A realistic setup for autonomous driving featuring 11 cameras and 8 lidar sensors demonstrates the system’s capabilities. Data volume can be reduced to just a few percent of the raw data size while maintaining visually lossless quality. This significantly reduces the required SSD storage, accelerates data transfer, and improves the overall efficiency of the workflow.

This video is of particular interest to engineers and managers involved in ADAS/AD data acquisition, regardless of their industry. In addition to the automotive sector, companies in the agricultural, off-highway, and defense industries can also benefit from it. It offers a scalable, cost-effective approach to handle high-bandwidth sensor data without compromising its usability for development, testing, and validation.

主讲

Björn Meyer

Björn Meyer

Project Manager Real-Time Software, dSPACE

Fabian Engemann

Fabian Engemann

Field Application Engineer Global Sales - GS dSPACE GmbH

Would you like to learn more, or do you have specific questions?

FAQ

Q1: What is AUTERA data compression used for?

A1: AUTERA data compression reduces the size of high-bandwidth sensor data, particularly camera streams, during data acquisition. It enables efficient storage and faster transmission in automotive test environments.

Q2: How does real-time compression work in AUTERA?

A2: Compression takes place directly on the in-vehicle logger using GPU acceleration. RTMaps and GStreamer components seamlessly integrate compression into the data pipeline.

Q3: Which compression formats are supported?

A3: AUTERA supports the H.264, H.265 (HEVC), and AV1 codecs. Users can select the most suitable format based on performance and quality requirements.

Q4: How much storage space can be saved with AUTERA compression?

A4: Compression reduces camera data to just a few percent of the original data size. For example, data rates can be reduced from gigabytes per second to manageable megabytes per second.

Q5: Does compression affect data quality?

A5: The compression shown in this video is visually lossless. This means that, for most technical purposes, the output appears identical to the original. However, it is not bit-for-bit identical to the raw data. It is also possible to implement fully lossless compression using other algorithms (see Question 3) without affecting data quality.

Q6: Is additional hardware required to decode compressed data?

A6: No, modern CPUs typically have built-in decoding capabilities for formats such as H.264. Developers do not require GPUs on their workstations.

通过 dSPACE时事通讯服务了解最新信息。

通过 dSPACE 时事通讯服务,我们将随时向您通报当前的使用案例、新解决方案和产品以及培训和活动。在此注册,免费订阅。

Enable form call

At this point, an input form from Click Dimensions is integrated. This enables us to process your newsletter subscription. The form is currently hidden due to your privacy settings for our website.

External input form

By activating the input form, you consent to personal data being transmitted to Click Dimensions within the EU, in the USA, Canada or Australia. More on this in our privacy policy.