{"id":593767,"date":"2019-06-19T14:48:52","date_gmt":"2019-06-19T21:48:52","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-academic-program&#038;p=593767"},"modified":"2023-10-04T12:57:59","modified_gmt":"2023-10-04T19:57:59","slug":"game-of-drones-competition-at-neurips-2019","status":"publish","type":"msr-academic-program","link":"https:\/\/www.microsoft.com\/en-us\/research\/academic-program\/game-of-drones-competition-at-neurips-2019\/","title":{"rendered":"Game of Drones &#8211; Competition at NeurIPS 2019"},"content":{"rendered":"\n\n<p><\/p>\n\n\n\n\n\n\n<p><strong>Registration for the contest has now closed.<\/strong><\/p>\n<p>Competition: Dec. 14th, 2019<br \/>NeurIPS 2019<br \/>Vancouver, B.C. Canada<\/p>\n<h3>Useful Links<\/h3>\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing\">Race Environments & Guidelines<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><b><br \/><\/b><strong><span style=\"color: #ff0000;\">*New*<\/span><\/strong> <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/microsoft.github.io\/AirSim-NeurIPS2019-Drone-Racing\/upload.html\">S<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing#submitting-results-and-leaderboard\">ubmission Instructions<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><br \/><strong><span style=\"color: #ff0000;\">*New* <\/span><\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/microsoft.github.io\/AirSim-NeurIPS2019-Drone-Racing\/leaderboard.html\">Leaderboard<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><strong><br \/><\/strong><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/AirSim\">AirSim<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<h2>Push the boundaries of competitive autonomous systems<\/h2>\n<p>Game of Drones is a\u00a0<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/nips.cc\/Conferences\/2019\/CallForCompetitions\" target=\"_blank\" rel=\"noopener noreferrer\">NeurIPS 2019 competition<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>\u00a0with the goal to push the boundary of building competitive autonomous systems through head-to-head drone races.<\/p>\n<h3><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-595573 size-full\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/final-airsim-01.gif\" alt=\"Game of Drones animation\" width=\"800\" height=\"221\" \/><\/h3>\n<p>The teams will race a quadrotor drone in simulation through a series of gates against an opponent. There will be two drones on the same track at the same time that are allowed to block each other. The goal is to finish the race quicker than the opponent.<\/p>\n<p>The competition uses <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/AirSim\" target=\"_blank\" rel=\"noopener noreferrer\">AirSim<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, which is an open-sourced simulation platform for robots. <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/github.com\/microsoft\/AirSim\" target=\"_blank\" rel=\"noopener noreferrer\">AirSim<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> was created to help accelerate research in deep reinforcement \/ imitation learning, computer vision and robotics for autonomous vehicles.<\/p>\n<h3>What\u2019s special about this competition?<\/h3>\n<p>Previous drone race challenges, such as the IROS autonomous drone race challenge or the AlphaPilot challenge only need you to race against the clock.\u00a0 In contrast, here, you\u2019ll have to race\u00a0<em>against an opponent on the same track.\u00a0<\/em>This means you can block your opponent if you are ahead and you have to overtake him when you are behind creating a whole range of interactions that your policy has to handle.<\/p>\n<ul>\n<li>To broaden the audience and bring people to drones from all kind of disciplines, all racing will be done in simulation. However, we still require you to solve the challenge of gate tracking from simulated cameras.<br \/>\n<h3>The competition comes in three tiers of different difficulty and level of autonomy.<\/h3>\n<ul>\n<li><strong>Tier 1:<\/strong>\u00a0Planning only.<br \/>Given: Ground-truth poses of your and your opponent\u2019s drone.<br \/>Challenge: Finish the track quicker than your opponent, without crashing.<\/li>\n<li><strong>Tier 2:<\/strong>\u00a0Perception only.<br \/>Given: Camera images (RGB from the front camera) and ground-truth pose of your drone.<br \/>Challenge: Finish the track as quick as possible, without crashing.<\/li>\n<li><strong>Tier 3:<\/strong>\u00a0Full autonomy, combined challenge of Tier 1 and 2.<br \/>Given: Camera images (RGB from the front camera) and ground-truth poses of your but not your opponent\u2019s drone.<br \/>Challenge: Finish the track quicker than your opponent, without crashing.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>Why should I participate\/care about the game of drones?<\/h3>\n<p>Besides being fun, this competition provides a fair comparison for the current state of the art.<\/p>\n<p>If your current focus is either more on the planning or perception side, you\u2019ll most probably learn a thing or two. The audience is expected to be large \u2014 NeurIPS is the largest AI conference after all, so you can expect to get some attention if your algorithm scores high.<\/p>\n<p>Prizes will also be awarded to the highest performing teams \u2013 we will announce them in the following weeks!<\/p>\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fcrmnamvoc1runtime.crm.dynamics.com%2Fccd46bf6-8cdc-4560-80ba-552c71b17b00%2F2019-neurips-game-of-drones-competition&data=02%7C01%7Cguadac%40microsoft.com%7C3e61690f180744992b1b08d6fc1158e3%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636973548779735945&sdata=oULIE%2B8krMcdzG4Q9kLimKxXLXiD6GJnDereN7zOFWs%3D&reserved=0\" target=\"_blank\" rel=\"noopener noreferrer\">Register your team here<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>. Please make sure that your team\u2019s registration form is complete before submitting. Once submitted via your registration form, accepting any changes to registration details will be at the sole discretion of the organizers.<\/p>\n<p>AirSim environments and detailed guidelines for the competition are available <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing\">here<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>.<\/p>\n<p><span style=\"color: #ff0000;\">*New*<\/span> <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing#submitting-results-and-leaderboard\">The submission instructions<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> are now available.<\/p>\n<p><span style=\"color: #ff0000;\">*New*<\/span> <a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/microsoft.github.io\/AirSim-NeurIPS2019-Drone-Racing\/leaderboard.html\">The leaderboard<span class=\"sr-only\"> (opens in new tab)<\/span><\/a> is now active. (Validation round).<\/p>\n<p><span style=\"color: #ff0000;\">*New*<\/span> The Qualification Round will start Oct 15.<\/p>\n\n\n\n\n\n<ul>\n<li><strong>July 15, 2019:<\/strong> Release of competition environments for training purposes.<\/li>\n<li><b>August 1, 2019:<\/b> Release of reference algorithms.<br \/>\nWe&#8217;ll release our submission as an opponent in the online interface to benchmark against. Note that the code will not be made available.<\/li>\n<li><b>August 15 &#8211; 21st November, 2019:<\/b> Qualification Round.<br \/>\nAll submissions made in the timeframe above will be considered for qualification.<\/p>\n<ul>\n<li>Validation round: August 15 to Oct 15, 2019<\/li>\n<li>Qualification round: Oct 15, 2019 to Nov 21, 2019<\/li>\n<\/ul>\n<\/li>\n<li><b>Sept 30, 2019:<\/b>\u00a0Freeze of reference algorithm.<br \/>\nLast possible change to the reference submission, to allow participants enough<br \/>\ntime to adjust their algorithms.<\/li>\n<li><strong>15th October, 2019:<\/strong>\u00a0Detailed qualification rules.<br \/>\nThe detailed qualification rules will be released, specifying what exactly has to be passed to be qualified for the placement rounds.<\/li>\n<li><b>Nov 15, 2019 12 PM PST:<\/b> Deadline to submit entry to leaderboard to qualify if requesting a reserved NeurIPS slot<\/li>\n<li><strong>21st November, 2019:<\/strong>\u00a0End of qualification.<br \/>\nAnnouncement of qualified teams for the live challenge, invitation for poster presen-<br \/>\ntation.<\/li>\n<li><strong>December, 2019:<\/strong>\u00a0Live Competition at NeurIPS 2019.<br \/>\nAll present qualified teams participate in the live competition.<\/li>\n<\/ul>\n\n\n\n\n\n<h3>Who is behind this?<\/h3>\n<p>The organizing team behind the game of drones are the developers of AirSim from Microsoft Research and robotics researchers from Stanford who share the vision of a simulator realistic enough to provide a training and testing environment for autonomous mobile robots such as drones or self-driving cars.<\/p>\n<p>Many people are helping to make this happen, but the core team consists of:<\/p>\n<ul>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fmatthewbrowndrexel%2F&data=02%7C01%7CDarius.Garza%40microsoft.com%7C94cbb97e2f574c40e47308d6f9bdc1e6%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636970990735980065&sdata=2jl8dZh5I%2FtEk7FXGKgSPO7wpks2Yw%2BirzxQ5IHqQro%3D&reserved=0\">Matthew Brown<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, AirSim Technical Development<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/news.microsoft.com\/life\/guada-casuso\/\">Guada Casuso<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Principal Technical Product Manager, Microsoft<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/msl.stanford.edu\/people\/eric-cristofalo\">Eric Cristofalo<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Ph.D. at Stanford University in the Department of Aeronautics and Astronautics<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/darius-garza\/\">Darius Garza<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, UI\/Product Designer, Microsoft<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fnicholas-gyde%2F&data=02%7C01%7CDarius.Garza%40microsoft.com%7C94cbb97e2f574c40e47308d6f9bdc1e6%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636970990735980065&sdata=aXC1zLt6Cg%2BLXormASMxh2T1BqTFISR0%2FmIvPZ37eGs%3D&reserved=0\">Nicholas Gyde<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, AirSim Technical Development<\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/akapoor\/\">Ashish Kapoor<\/a>, Principal Research Manager, Microsoft<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/ratneshmadaan\/\">Ratnesh Madaan<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Research Software Development Engineer, Microsoft<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/keikonagami\/\">Keiko Nagami<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Graduate Student, Stanford University<\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/jawpiavi\/\">Jim Piavis<\/a>, Principal Program Manager working with the AirSim AI\/ML simulation platform, Microsoft<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/rpg.ifi.uzh.ch\/people_scaramuzza.html\">Davide Scaramuzza<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Professor and Director of the Robotics and Perception Group, University of Zurich<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/web.stanford.edu\/~schwager\/\">Mac Schwager<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Assistant Professor and Director of the Multi-Robot Systems Lab (MSL), Stanford University<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/tim-taubner-75755334\/\">Tim Taubner<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Masters student from ETH Zurich currently visiting MSL<\/li>\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"http:\/\/www.saihv.com\/\">Sai Vemprala<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>, Researcher, Microsoft<\/li>\n<\/ul>\n<p>For any inquiries please see our FAQ section or <a href=\"mailto:neuripsdronecontestinfo@gmail.com\">send us an email<\/a>.<\/p>\n\n\n\n\n\n<div class=\"js-accordion\" data-accordion-prefix-classes=\"msr-accordion\" data-accordion-expandall=\"true\">\n<h4 class=\"js-accordion__header\">\n            \tHow do I register?            <\/h4>\n<div class=\"js-accordion__panel\">\n<p class=\"msr-accordion-content\">\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fcrmnamvoc1runtime.crm.dynamics.com%2Fccd46bf6-8cdc-4560-80ba-552c71b17b00%2F2019-neurips-game-of-drones-competition&data=02%7C01%7Cguadac%40microsoft.com%7C3e61690f180744992b1b08d6fc1158e3%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636973548779735945&sdata=oULIE%2B8krMcdzG4Q9kLimKxXLXiD6GJnDereN7zOFWs%3D&reserved=0\" target=\"_blank\" rel=\"noopener noreferrer\">Register your team here<span class=\"sr-only\"> (opens in new tab)<\/span><\/a>. Please make sure that your team\u2019s registration form is complete before submitting. Once submitted via your registration form, accepting any changes to registration details will be at the sole discretion of the organizers.<\/p>\n<\/p><\/div>\n<h4 class=\"js-accordion__header\">\n            \tHow do I submit my entry to the challenge?            <\/h4>\n<div class=\"js-accordion__panel\">\n<p class=\"msr-accordion-content\">\n<p>We will be publishing the detailed procedure by July 31st 2019.<\/p>\n<\/p><\/div>\n<h4 class=\"js-accordion__header\">\n            \tDo you have some example code?            <\/h4>\n<div class=\"js-accordion__panel\">\n<p class=\"msr-accordion-content\">\n<p>We will be releasing reference baselines for all the three tiers by July 15th, 2019. You can use these reference baselines as an optional starting point.<\/p>\n<\/p><\/div>\n<h4 class=\"js-accordion__header\">\n            \tWhat platforms \/ languages can I use?            <\/h4>\n<div class=\"js-accordion__panel\">\n<p class=\"msr-accordion-content\">\n<p>Airsim clients can be run on Windows and Linux. The reference baselines will be in Python.<\/p>\n<\/p><\/div>\n<h4 class=\"js-accordion__header\">\n            \tCan I publish results of my experiments?            <\/h4>\n<div class=\"js-accordion__panel\">\n<p class=\"msr-accordion-content\">\n<p>Yes, we encourage academic publications relating to the challenge. If you do decide to publish results, please cite AirSim platform as:<\/p>\n<pre>@inproceedings{airsim2017fsr,<\/pre>\n<pre>author = {Shital Shah and Debadeepta Dey and Chris Lovett and Ashish Kapoor},<\/pre>\n<pre>title = {AirSim: High-Fidelity Visual and Physical Simulation for Autonomous Vehicles},<\/pre>\n<pre>year = {2017},booktitle = {Field and Service Robotics},<\/pre>\n<pre>eprint = {arXiv:1705.05065},<\/pre>\n<pre>url = {https:\/\/arxiv.org\/abs\/1705.05065} }<\/pre>\n<\/p><\/div>\n<h4 class=\"js-accordion__header\">\n            \tWhat can I win?            <\/h4>\n<div class=\"js-accordion__panel\">\n<p class=\"msr-accordion-content\">\n<p>Prizes will be awarded to the highest performing teams &#8211; we will announce them in the following weeks!<\/p>\n<\/p><\/div>\n<h4 class=\"js-accordion__header\">\n            \tWhere can I get help?            <\/h4>\n<div class=\"js-accordion__panel\">\n<p class=\"msr-accordion-content\">\n<p>For any inquiries please see our FAQ section or <a href=\"mailto:NeuripsDroneContest@microsoft.com\">send us an email<\/a><\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/p>\n\n\n\n\n\n<div class=\"ms-grid \">\n<div class=\"ms-row\">\n<div  class=\"m-col-12-24\" >\n<h2>Prizes for Game of Drones<\/h2>\n<h3>Category 1<\/h3>\n<ul>\n<li>First Prize: Drone kit ($1600)<\/li>\n<li>Second Prize: FPV Goggles ($500)<\/li>\n<li>Third Prize: FPV Goggles ($300)<\/li>\n<\/ul>\n<h3>Category 2<\/h3>\n<ul>\n<li>First Prize:\u00a0 Drone kit ($1600)<\/li>\n<li>Second Prize: FPV Goggles ($500)<\/li>\n<li>Third Prize: FPV Goggles ($300)<\/li>\n<\/ul>\n<h3>Category 3<\/h3>\n<ul>\n<li>First Prize: Drone kit ($2500 )<\/li>\n<li>Second Prize: Drone kit ($2000)<\/li>\n<li>Third Prize:\u00a0 Drone kit ($1600)<\/li>\n<\/ul>\n<\/div>\n<\/p>\n<div  class=\"m-col-12-24\" >\n<p><div id=\"attachment_597280\" style=\"width: 310px\" class=\"wp-caption aligncenter\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.getfpv.com\/student-competition-5-bundle.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" aria-describedby=\"caption-attachment-597280\" loading=\"lazy\" class=\"wp-image-597280 size-medium\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/drone-kit-300x272.jpg\" alt=\"Drone Kit\" width=\"300\" height=\"272\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/drone-kit-300x272.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/drone-kit-768x697.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/drone-kit-1024x929.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/drone-kit.jpg 1332w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<p id=\"caption-attachment-597280\" class=\"wp-caption-text\">Drone Kit<\/p>\n<\/div>\n<p><div id=\"attachment_597286\" style=\"width: 310px\" class=\"wp-caption aligncenter\"><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.getfpv.com\/fat-shark-dominator-hdo-fpv-goggles.html\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" aria-describedby=\"caption-attachment-597286\" loading=\"lazy\" class=\"wp-image-597286 size-medium\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/fat-shark-hdo-fpv-goggles_2-300x215.jpg\" alt=\"Fat Shark Dominator HDO FPV Goggles\" width=\"300\" height=\"215\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/fat-shark-hdo-fpv-goggles_2-300x215.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/fat-shark-hdo-fpv-goggles_2-768x550.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/fat-shark-hdo-fpv-goggles_2.jpg 1000w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n<p id=\"caption-attachment-597286\" class=\"wp-caption-text\">Fat Shark Dominator HDO FPV Goggles<\/p>\n<\/div>\n<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p>\n\n\n","protected":false},"featured_media":610338,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr_hide_image_in_river":0,"footnotes":""},"msr-opportunity-type":[187426],"msr-region":[256048],"msr-locale":[268875],"msr-program-audience":[243724],"msr-post-option":[],"msr-impact-theme":[],"class_list":["post-593767","msr-academic-program","type-msr-academic-program","status-publish","has-post-thumbnail","hentry","msr-opportunity-type-challenges","msr-region-global","msr-locale-en_us","msr-program-audience-students"],"msr_description":"","msr_social_media":[],"related-researchers":[],"tab-content":[{"id":0,"name":"About the competition","content":"<strong>Registration for the contest has now closed.<\/strong>\r\n\r\nCompetition: Dec. 14th, 2019\r\nNeurIPS 2019\r\nVancouver, B.C. Canada\r\n<h3>Useful Links<\/h3>\r\n<a href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing\">Race Environments &amp; Guidelines<\/a><b>\r\n<\/b><strong><span style=\"color: #ff0000\">*New*<\/span><\/strong> <a href=\"https:\/\/microsoft.github.io\/AirSim-NeurIPS2019-Drone-Racing\/upload.html\">S<\/a><a href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing#submitting-results-and-leaderboard\">ubmission Instructions<\/a>\r\n<strong><span style=\"color: #ff0000\">*New* <\/span><\/strong><a href=\"https:\/\/microsoft.github.io\/AirSim-NeurIPS2019-Drone-Racing\/leaderboard.html\">Leaderboard<\/a><strong>\r\n<\/strong><a href=\"https:\/\/github.com\/microsoft\/AirSim\">AirSim<\/a>\r\n<h2>Push the boundaries of competitive autonomous systems<\/h2>\r\nGame of Drones is a\u00a0<a href=\"https:\/\/nips.cc\/Conferences\/2019\/CallForCompetitions\" target=\"_blank\" rel=\"noopener\">NeurIPS 2019 competition<\/a>\u00a0with the goal to push the boundary of building competitive autonomous systems through head-to-head drone races.\r\n<h3><img class=\"alignnone size-full wp-image-595573\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/final-airsim-01.gif\" alt=\"\" width=\"800\" height=\"221\" \/><\/h3>\r\nThe teams will race a quadrotor drone in simulation through a series of gates against an opponent. There will be two drones on the same track at the same time that are allowed to block each other. The goal is to finish the race quicker than the opponent.\r\n\r\nThe competition uses <a href=\"https:\/\/github.com\/microsoft\/AirSim\" target=\"_blank\" rel=\"noopener\">AirSim<\/a>, which is an open-sourced simulation platform for robots. <a href=\"https:\/\/github.com\/microsoft\/AirSim\" target=\"_blank\" rel=\"noopener\">AirSim<\/a> was created to help accelerate research in deep reinforcement \/ imitation learning, computer vision and robotics for autonomous vehicles.\r\n<h3>What's special about this competition?<\/h3>\r\nPrevious drone race challenges, such as the IROS autonomous drone race challenge or the AlphaPilot challenge only need you to race against the clock.\u00a0 In contrast, here, you'll have to race\u00a0<em>against an opponent on the same track.\u00a0<\/em>This means you can block your opponent if you are ahead and you have to overtake him when you are behind creating a whole range of interactions that your policy has to handle.\r\n<ul>\r\n \t<li>To broaden the audience and bring people to drones from all kind of disciplines, all racing will be done in simulation. However, we still require you to solve the challenge of gate tracking from simulated cameras.\r\n<h3>The competition comes in three tiers of different difficulty and level of autonomy.<\/h3>\r\n<ul>\r\n \t<li><strong>Tier 1:<\/strong>\u00a0Planning only.\r\nGiven: Ground-truth poses of your and your opponent\u2019s drone.\r\nChallenge: Finish the track quicker than your opponent, without crashing.<\/li>\r\n \t<li><strong>Tier 2:<\/strong>\u00a0Perception only.\r\nGiven: Camera images (RGB from the front camera) and ground-truth pose of your drone.\r\nChallenge: Finish the track as quick as possible, without crashing.<\/li>\r\n \t<li><strong>Tier 3:<\/strong>\u00a0Full autonomy, combined challenge of Tier 1 and 2.\r\nGiven: Camera images (RGB from the front camera) and ground-truth poses of your but not your opponent\u2019s drone.\r\nChallenge: Finish the track quicker than your opponent, without crashing.<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\r\n<h3>Why should I participate\/care about the game of drones?<\/h3>\r\nBesides being fun, this competition provides a fair comparison for the current state of the art.\r\n\r\nIf your current focus is either more on the planning or perception side, you\u2019ll most probably learn a thing or two. The audience is expected to be large \u2014 NeurIPS is the largest AI conference after all, so you can expect to get some attention if your algorithm scores high.\r\n\r\nPrizes will also be awarded to the highest performing teams - we will announce them in the following weeks!\r\n\r\n<a href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fcrmnamvoc1runtime.crm.dynamics.com%2Fccd46bf6-8cdc-4560-80ba-552c71b17b00%2F2019-neurips-game-of-drones-competition&amp;data=02%7C01%7Cguadac%40microsoft.com%7C3e61690f180744992b1b08d6fc1158e3%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636973548779735945&amp;sdata=oULIE%2B8krMcdzG4Q9kLimKxXLXiD6GJnDereN7zOFWs%3D&amp;reserved=0\" target=\"_blank\" rel=\"noopener\">Register your team here<\/a>. Please make sure that your team\u2019s registration form is complete before submitting. Once submitted via your registration form, accepting any changes to registration details will be at the sole discretion of the organizers.\r\n\r\nAirSim environments and detailed guidelines for the competition are available <a href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing\">here<\/a>.\r\n\r\n<span style=\"color: #ff0000\">*New*<\/span> <a href=\"https:\/\/github.com\/microsoft\/AirSim-NeurIPS2019-Drone-Racing#submitting-results-and-leaderboard\">The submission instructions<\/a> are now available.\r\n\r\n<span style=\"color: #ff0000\">*New*<\/span> <a href=\"https:\/\/microsoft.github.io\/AirSim-NeurIPS2019-Drone-Racing\/leaderboard.html\">The leaderboard<\/a> is now active. (Validation round).\r\n\r\n<span style=\"color: #ff0000\">*New*<\/span> The Qualification Round will start Oct 15."},{"id":1,"name":"Schedule","content":"<ul>\r\n \t<li><strong>July 15, 2019:<\/strong> Release of competition environments for training purposes.<\/li>\r\n \t<li><b>August 1, 2019:<\/b> Release of reference algorithms.\r\nWe'll release our submission as an opponent in the online interface to benchmark against. Note that the code will not be made available.<\/li>\r\n \t<li><b>August 15 - 21st November, 2019:<\/b> Qualification Round.\r\nAll submissions made in the timeframe above will be considered for qualification.\r\n<ul>\r\n \t<li>Validation round: August 15 to Oct 15, 2019<\/li>\r\n \t<li>Qualification round: Oct 15, 2019 to Nov 21, 2019<\/li>\r\n<\/ul>\r\n<\/li>\r\n \t<li><b>Sept 30, 2019:<\/b>\u00a0Freeze of reference algorithm.\r\nLast possible change to the reference submission, to allow participants enough\r\ntime to adjust their algorithms.<\/li>\r\n \t<li><strong>15th October, 2019:<\/strong>\u00a0Detailed qualification rules.\r\nThe detailed qualification rules will be released, specifying what exactly has to be passed to be qualified for the placement rounds.<\/li>\r\n \t<li><b>Nov 15, 2019 12 PM PST:<\/b> Deadline to submit entry to leaderboard to qualify if requesting a reserved NeurIPS slot<\/li>\r\n \t<li><strong>21st November, 2019:<\/strong>\u00a0End of qualification.\r\nAnnouncement of qualified teams for the live challenge, invitation for poster presen-\r\ntation.<\/li>\r\n \t<li><strong>December, 2019:<\/strong>\u00a0Live Competition at NeurIPS 2019.\r\nAll present qualified teams participate in the live competition.<\/li>\r\n<\/ul>"},{"id":2,"name":"Organizing Team","content":"<h3>Who is behind this?<\/h3>\r\nThe organizing team behind the game of drones are the developers of AirSim from Microsoft Research and robotics researchers from Stanford who share the vision of a simulator realistic enough to provide a training and testing environment for autonomous mobile robots such as drones or self-driving cars.\r\n\r\nMany people are helping to make this happen, but the core team consists of:\r\n<ul>\r\n \t<li><a href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fmatthewbrowndrexel%2F&amp;data=02%7C01%7CDarius.Garza%40microsoft.com%7C94cbb97e2f574c40e47308d6f9bdc1e6%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636970990735980065&amp;sdata=2jl8dZh5I%2FtEk7FXGKgSPO7wpks2Yw%2BirzxQ5IHqQro%3D&amp;reserved=0\">Matthew Brown<\/a>, AirSim Technical Development<\/li>\r\n \t<li><a href=\"https:\/\/news.microsoft.com\/life\/guada-casuso\/\">Guada Casuso<\/a>, Principal Technical Product Manager, Microsoft<\/li>\r\n \t<li><a href=\"https:\/\/msl.stanford.edu\/people\/eric-cristofalo\">Eric Cristofalo<\/a>, Ph.D. at Stanford University in the Department of Aeronautics and Astronautics<\/li>\r\n \t<li><a href=\"https:\/\/www.linkedin.com\/in\/darius-garza\/\">Darius Garza<\/a>, UI\/Product Designer, Microsoft<\/li>\r\n \t<li><a href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fnicholas-gyde%2F&amp;data=02%7C01%7CDarius.Garza%40microsoft.com%7C94cbb97e2f574c40e47308d6f9bdc1e6%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636970990735980065&amp;sdata=aXC1zLt6Cg%2BLXormASMxh2T1BqTFISR0%2FmIvPZ37eGs%3D&amp;reserved=0\">Nicholas Gyde<\/a>, AirSim Technical Development<\/li>\r\n \t<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/akapoor\/\">Ashish Kapoor<\/a>, Principal Research Manager, Microsoft<\/li>\r\n \t<li><a href=\"https:\/\/www.linkedin.com\/in\/ratneshmadaan\/\">Ratnesh Madaan<\/a>, Research Software Development Engineer, Microsoft<\/li>\r\n \t<li><a href=\"https:\/\/www.linkedin.com\/in\/keikonagami\/\">Keiko Nagami<\/a>, Graduate Student, Stanford University<\/li>\r\n \t<li><a href=\"https:\/\/www.microsoft.com\/en-us\/research\/people\/jawpiavi\/\">Jim Piavis<\/a>, Principal Program Manager working with the AirSim AI\/ML simulation platform, Microsoft<\/li>\r\n \t<li><a href=\"http:\/\/rpg.ifi.uzh.ch\/people_scaramuzza.html\">Davide Scaramuzza<\/a>, Professor and Director of the Robotics and Perception Group, University of Zurich<\/li>\r\n \t<li><a href=\"https:\/\/web.stanford.edu\/~schwager\/\">Mac Schwager<\/a>, Assistant Professor and Director of the Multi-Robot Systems Lab (MSL), Stanford University<\/li>\r\n \t<li><a href=\"https:\/\/www.linkedin.com\/in\/tim-taubner-75755334\/\">Tim Taubner<\/a>, Masters student from ETH Zurich currently visiting MSL<\/li>\r\n \t<li><a href=\"http:\/\/www.saihv.com\/\">Sai Vemprala<\/a>, Researcher, Microsoft<\/li>\r\n<\/ul>\r\nFor any inquiries please see our FAQ section or <a href=\"mailto:neuripsdronecontestinfo@gmail.com\">send us an email<\/a>."},{"id":3,"name":"FAQs","content":"[accordion]\r\n\r\n[panel header=\"How do I register?\"]\r\n<a href=\"https:\/\/nam06.safelinks.protection.outlook.com\/?url=https%3A%2F%2Fcrmnamvoc1runtime.crm.dynamics.com%2Fccd46bf6-8cdc-4560-80ba-552c71b17b00%2F2019-neurips-game-of-drones-competition&amp;data=02%7C01%7Cguadac%40microsoft.com%7C3e61690f180744992b1b08d6fc1158e3%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636973548779735945&amp;sdata=oULIE%2B8krMcdzG4Q9kLimKxXLXiD6GJnDereN7zOFWs%3D&amp;reserved=0\" target=\"_blank\" rel=\"noopener\">Register your team here<\/a>. Please make sure that your team\u2019s registration form is complete before submitting. Once submitted via your registration form, accepting any changes to registration details will be at the sole discretion of the organizers.\r\n[\/panel]\r\n\r\n[panel header=\"How do I submit my entry to the challenge?\"]\r\nWe will be publishing the detailed procedure by July 31st 2019.\r\n[\/panel]\r\n\r\n[panel header=\"Do you have some example code?\"]\r\nWe will be releasing reference baselines for all the three tiers by July 15th, 2019. You can use these reference baselines as an optional starting point.\r\n[\/panel]\r\n\r\n[panel header=\"What platforms \/ languages can I use?\"]\r\nAirsim clients can be run on Windows and Linux. The reference baselines will be in Python.\r\n[\/panel]\r\n\r\n[panel header=\"Can I publish results of my experiments?\"]\r\n\r\nYes, we encourage academic publications relating to the challenge. If you do decide to publish results, please cite AirSim platform as:\r\n<pre>@inproceedings{airsim2017fsr,<\/pre>\r\n<pre>author = {Shital Shah and Debadeepta Dey and Chris Lovett and Ashish Kapoor},<\/pre>\r\n<pre>title = {AirSim: High-Fidelity Visual and Physical Simulation for Autonomous Vehicles},<\/pre>\r\n<pre>year = {2017},\r\n\r\nbooktitle = {Field and Service Robotics},<\/pre>\r\n<pre>eprint = {arXiv:1705.05065},<\/pre>\r\n<pre>url = {https:\/\/arxiv.org\/abs\/1705.05065} }<\/pre>\r\n[\/panel]\r\n\r\n[panel header=\"What can I win?\"]\r\nPrizes will be awarded to the highest performing teams - we will announce them in the following weeks!\r\n[\/panel]\r\n\r\n[panel header=\"Where can I get help?\"]\r\n\r\nFor any inquiries please see our FAQ section or <a href=\"mailto:NeuripsDroneContest@microsoft.com\">send us an email<\/a>\r\n\r\n&nbsp;\r\n\r\n[\/panel]\r\n\r\n[\/accordion]"},{"id":4,"name":"Prizes","content":"[row]\r\n\r\n[column class=\"m-col-12-24\"]\r\n<h2>Prizes for Game of Drones<\/h2>\r\n<h3>Category 1<\/h3>\r\n<ul>\r\n \t<li>First Prize: Drone kit ($1600)<\/li>\r\n \t<li>Second Prize: FPV Goggles ($500)<\/li>\r\n \t<li>Third Prize: FPV Goggles ($300)<\/li>\r\n<\/ul>\r\n<h3>Category 2<\/h3>\r\n<ul>\r\n \t<li>First Prize:\u00a0 Drone kit ($1600)<\/li>\r\n \t<li>Second Prize: FPV Goggles ($500)<\/li>\r\n \t<li>Third Prize: FPV Goggles ($300)<\/li>\r\n<\/ul>\r\n<h3>Category 3<\/h3>\r\n<ul>\r\n \t<li>First Prize: Drone kit ($2500 )<\/li>\r\n \t<li>Second Prize: Drone kit ($2000)<\/li>\r\n \t<li>Third Prize:\u00a0 Drone kit ($1600)<\/li>\r\n<\/ul>\r\n[\/column]\r\n\r\n&nbsp;\r\n\r\n[column class=\"m-col-12-24\"]\r\n\r\n[caption id=\"attachment_597280\" align=\"aligncenter\" width=\"300\"]<a href=\"https:\/\/www.getfpv.com\/student-competition-5-bundle.html\" target=\"_blank\" rel=\"noopener\"><img class=\"wp-image-597280 size-medium\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/drone-kit-300x272.jpg\" alt=\"Drone Kit\" width=\"300\" height=\"272\" \/><\/a> Drone Kit[\/caption]\r\n\r\n[caption id=\"attachment_597286\" align=\"aligncenter\" width=\"300\"]<a href=\"https:\/\/www.getfpv.com\/fat-shark-dominator-hdo-fpv-goggles.html\" target=\"_blank\" rel=\"noopener\"><img class=\"wp-image-597286 size-medium\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2019\/06\/fat-shark-hdo-fpv-goggles_2-300x215.jpg\" alt=\"Fat Shark Dominator HDO FPV Goggles\" width=\"300\" height=\"215\" \/><\/a> Fat Shark Dominator HDO FPV Goggles[\/caption]\r\n\r\n[\/column][\/row]"}],"msr_impact_theme":[],"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-academic-program\/593767","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-academic-program"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-academic-program"}],"version-history":[{"count":26,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-academic-program\/593767\/revisions"}],"predecessor-version":[{"id":972888,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-academic-program\/593767\/revisions\/972888"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/610338"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=593767"}],"wp:term":[{"taxonomy":"msr-opportunity-type","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-opportunity-type?post=593767"},{"taxonomy":"msr-region","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-region?post=593767"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=593767"},{"taxonomy":"msr-program-audience","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-program-audience?post=593767"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=593767"},{"taxonomy":"msr-impact-theme","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-impact-theme?post=593767"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}