1. Brief Introduction

 

Understanding corner cases is critical to the safety of self-driving vehicles. 

 

These rare, unpredictable scenarios test the robustness of autonomous driving technology. They can involve a variety of road conditions, from bustling intersections during peak hours to roads under severe weather conditions such as heavy rain, snow, and fog. They also encompass special scenarios like sidewalks, backtracking, and rollovers.

 

The real challenge lies in collecting diverse and high-quality corner case data. Traditional methods often come up short, unable to capture the full range of potential scenarios. This is where real-world test drives, varying weather conditions, and different traffic scenarios come into play.

 

The Auto-driving Standard Datasets (13 Corner Cases) provide comprehensive and robust datasets of corner case scenarios. You can click the button below for more information.

 

This can significantly aid in developing safer and more reliable autonomous driving technology.

 

At maadaa.ai, we understand the importance of corner case data in autonomous driving. 

 

Our global data collection and labeling network spans over 40 countries, providing industry clients with standardized AI data collection services.

 

Our goal is to address the data challenges of corner cases in auto-driving, ensuring safer roads for all.

In addition, for a deeper understanding, we invite you to read our white paper: maadaa.ai White Paper | Corner Cases in Auto-driving - The Data Challenges. 

 

Discover how maadaa.ai's global network is tackling these data challenges for safer autonomous driving.

 

 

2. Further Reading

 

1. Towards BEV+Transformer based Autonomous Driving – Case Study on Baidu-Geely Collaboration （Part 2）

 

 

2. Towards BEV+Transformer Based Autonomous Driving — Case Study On Baidu-Geely Collaboration (Part 1)

 

 

3. BEV+Transformer: Next Generation of Autonomous Vehicles and Data Challenges？

 

4. maadaa.ai Case Study: Self-Driving Cars Empowered by Real-World Data | Video

 

 

5. Video｜ maadaa.ai Auto-driving Customized data service

 

 

6. [maadaa.ai Case Study] Power of Data: Optimizing Self-Driving Truck Operations for Success

 

 

7. Video | maadaa.ai MaidX Auto-driving Platform and Toolkits

 

 

8. maadaa.ai Case Study: Self-Driving Cars Empowering by Real-World Data

 

 

9. Dash Cam Video Datasets(Version 1.0)