STRADVISION Enhances Data Pipeline and Secures Scalability with 'Digital Transformation 2.0'
- Maximizes efficiency in autonomous driving training data processing with SVDataFlow-based integrated data management system
SVDataFlow: An Integrated Pipeline Connecting Data Collection to Analysis
SVDataFlow is a comprehensive data management pipeline that automates the entire process for autonomous driving and ADAS development, from sensor data collection and ingestion to preprocessing, labeling, verification, and final analysis.
Key features include:
- SURF Recording System: Synchronizes camera, LiDAR, radar, and vehicle CAN signals to ensure high-quality data.
- AI-based Time Correction: Refines sensor timestamps for improved alignment of images and point clouds.
- Auto-Labeling Engine & Auto-Sampling: Automatically labels large datasets and selects samples that directly contribute to model improvement.
- Web Labeling Tool (Labelit) + ALAS: Supports semi-automatic labeling with pre-trained labels, reducing repetitive tasks and improving efficiency.
- Quality Verification Network & WLS/WRS: Automatically validates and analyzes labeling quality, minimizing error rates and optimizing data reuse.
With this upgrade, STRADVISION has also secured scalability based on a hybrid cloud architecture that combines on-premise and cloud infrastructure. This design enables flexible responses to customer requirements: cloud resources can be expanded immediately for large-scale data processing, while projects with strict security regulations can be supported with on-premise operations to ensure compliance and stability.
Through the introduction of SVDataFlow, STRADVISION has already demonstrated significant benefits, including faster 3D data processing, a 30-40% improvement in labeling efficiency, and a noticeable reduction in operational costs. Notably, optimization of ALAS (Auto-Labeling Assistant Service) 3D map loading has significantly eased the workload of global operators.
"SVDataFlow is more than a data pipeline; it is a comprehensive management system that achieves balance across quality, productivity, efficiency, and scalability," said
For more information on STRADVISION and its industry-leading technologies, please visit STRADVISION.
About STRADVISION
Founded in 2014, STRADVISION is an automotive industry pioneer in artificial intelligence-based vision perception technology for ADAS. The company is accelerating the advent of fully autonomous vehicles by making ADAS features available at a fraction of the market cost compared with competitors. STRADVISION's SVNet is being deployed on various vehicle models in partnership with OEMs; can power ADAS and autonomous vehicles worldwide; and is serviced by over 300 employees in
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SOURCE StradVision
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