John Deere Autonomous Tractor Benefits from Deep Learning and Computer Vision

April 11, 2022
Advanced software algorithms help to ensure safe operation of the autonomous 8R tractor.

During the Consumer Electronics Show (CES) 2022, John Deere unveiled its fully autonomous 8R Tractor which will be available to farmers later in the year. Noah Schwartz, Lead Perception Engineer at Bear Flag Robotics—a developer of autonomous technology for agriculture equipment recently acquired by John Deere—says the company leveraged a lot of its existing automation technology when developing the tractor.

Using proven, reliable technology helps to ensure safety of the machine as it moves through the field. A robust control stack for path planning as well as perception technology are also utilized to enable safe, autonomous movement. “We’ve got a lot of robust AI (artificial intelligence) and algorithms behind that to make sure the tractor has a constant feed of high-quality information about what’s going on in the environment,” says Schwartz.

He says John Deere relied on deep learning and computer vision for autonomous operation of the tractor because of the rich visualizations provided and the need to have a robust, accurate system.

READ MORE about the John Deere autonomous 8R tractor and the benefits of autonomy in agricultural applications.

For a deeper dive into some of the autonomous technology utilized in the tractor, watch Farming AI: Self-Driving Tractors from our colleagues at Electronic Design who spoke with Gaurav Bansal of John Deere's Blue River Technology group about the electronics, machine learning and other solutions used to enable fully autonomous operation of the tractor. 

About the Author

Sara Jensen | Executive Editor, Power & Motion

Sara Jensen is executive editor of Power & Motion, directing expanded coverage into the modern fluid power space, as well as mechatronic and smart technologies. She has over 15 years of publishing experience. Prior to Power & Motion she spent 11 years with a trade publication for engineers of heavy-duty equipment, the last 3 of which were as the editor and brand lead. Over the course of her time in the B2B industry, Sara has gained an extensive knowledge of various heavy-duty equipment industries — including construction, agriculture, mining and on-road trucks —along with the systems and market trends which impact them such as fluid power and electronic motion control technologies. 

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