Hongqi Chain terminates the development of the robotic vending system: laboratory training 10,000 times cannot match the reality of the shelf

Hongqi Chain terminates the unmanned vending system developed with a robotics company due to high error rates in robot grabbing, visual recognition deviations, and other insufficient capabilities that cannot meet the complex needs of the shelf scene. Although the project has been tested 10,000 times in the laboratory, it still frequently breaks glass bottles and other products in actual applications. It was ultimately terminated due to considerations of input-output ratio and converted to cloud monitoring services.