{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/adaptive-performance-assessment-for-drivers","title":"Adaptive Performance Assessment For Drivers Through Behavioral Advantage","arxiv_id":"1804.08219","date":"2018-04-23","proceeding":null,"authors":["Dicong Qiu","Karthik Paga"],"abstract":"The potential positive impact of autonomous driving and driver assistance\ntechnolo- gies have been a major impetus over the last decade. On the flip\nside, it has been a challenging problem to analyze the performance of human\ndrivers or autonomous driving agents quantitatively. In this work, we propose a\ngeneric method that compares the performance of drivers or autonomous driving\nagents even if the environmental conditions are different, by using the driver\nbehavioral advantage instead of absolute metrics, which efficiently removes the\nenvironmental factors. A concrete application of the method is also presented,\nwhere the performance of more than 100 truck drivers was evaluated and ranked\nin terms of fuel efficiency, covering more than 90,000 trips spanning an\naverage of 300 miles in a variety of driving conditions and environments.","url_abs":"http://arxiv.org/abs/1804.08219v2","url_pdf":"http://arxiv.org/pdf/1804.08219v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"adaptive-performance-assessment-for-drivers","repo_url":"https://github.com/davidqiu1993/Hackauton2018_DolanWins","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"autonomous-driving","task_name":"Autonomous Driving"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}