1.Vehicle-Pedestrian-Obstacle Multi-Task Model Development for Utopilot AI-Vehicle: Develop multi-task deep learning model, combine the functions of three dynamic object detection models into one model, responsible for the test set construction, data cleaning scripts, inference visualization, metrics evaluation, saving 50% of the annotation cost, reducing 40% of the arithmetic power.2.Optimize the detection scheme of gantry crane from 2D to pseudo-3D, achieve accurate perception of… Show more 1.Vehicle-Pedestrian-Obstacle Multi-Task Model Development for Utopilot AI-Vehicle: Develop multi-task deep learning model, combine the functions of three dynamic object detection models into one model, responsible for the test set construction, data cleaning scripts, inference visualization, metrics evaluation, saving 50% of the annotation cost, reducing 40% of the arithmetic power.2.Optimize the detection scheme of gantry crane from 2D to pseudo-3D, achieve accurate perception of gantry crane in the whole scene (box area, bridge), in the whole weather (day, night, cloudy and rainy), and in the whole vehicle (front view and peripheral view), with a test set of precision 0.943 and recall 0.957, and the key point error within 5pixel.3. Design a deep learning-based auxiliary branch, using the labelled bounding box coordinates to generate the GT of the segmentation mask of the cones, which is involved in the loss calculation, effectively reduce the misdetection without increasing the inference arithmetic consumption.4. Automated Processing and Calibration Verification of Joint Lidar-Vision Data Show less

Responsible for the testing and automated testing of the Electric supercar Taycan• Build the test automation environment, write test cases using Python, run the scripts on test benches and real vehicles, analyze the stability and performance of the vehicle infotainment system software• Familiar with common commands of Linux, proficient in the automated test development tool Selenium WebDriver and automated test framework Unittest• Design test cases creatively, focusing on key issues… Show more Responsible for the testing and automated testing of the Electric supercar Taycan• Build the test automation environment, write test cases using Python, run the scripts on test benches and real vehicles, analyze the stability and performance of the vehicle infotainment system software• Familiar with common commands of Linux, proficient in the automated test development tool Selenium WebDriver and automated test framework Unittest• Design test cases creatively, focusing on key issues like car navigation, Bluetooth connection, radio, etc. Show less

• Visit four 4S stores, gather information about the configuration of the car-machine entertainment system• Through desk research and cold call, summarize the basic information of 6 car beauty products suppliers, including channel management mode, store situation, training support and more than 300 products• Use VLOOKUP to clean the data of more than 100 Retail and FMCG brands, establish evaluation model• Take notes, translate reports of 6 interviews, assist the due diligence… Show more • Visit four 4S stores, gather information about the configuration of the car-machine entertainment system• Through desk research and cold call, summarize the basic information of 6 car beauty products suppliers, including channel management mode, store situation, training support and more than 300 products• Use VLOOKUP to clean the data of more than 100 Retail and FMCG brands, establish evaluation model• Take notes, translate reports of 6 interviews, assist the due diligence investigation of car dealer market Show less

• Study on the business model of electric car sharing, establish the break-even model based on operator's perspective, apply the model to a Shanghai car sharing enterprise, calculate the break-even point• Analyze the current situation and the trend of new energy industry in China, carry out the benchmarking analysis of Hangzhou, Ningbo, Wenzhou, Huzhou, etc., complete the report of 23,000 words

• Work with Project Dept. and Engineering Dept., write 15 demand scenarios, distribute 100 questionnaires• Study on the market structure of 25 electric vehicles, coordinate third party suppliers to modify the outline of the 4 in-depth interview, take notes, submit the report- Medium and High Customers of EV• Study on the new functions of Internet Cars and the future vehicle product for the generation after 90s