{"id":3205,"date":"2020-01-23T16:37:13","date_gmt":"2020-01-23T13:37:13","guid":{"rendered":"http:\/\/hqsoftwarelab.com\/?post_type=portfolio&#038;p=3205"},"modified":"2025-03-14T14:55:03","modified_gmt":"2025-03-14T11:55:03","slug":"gesture-based-mobile-game-with-machine-learning","status":"publish","type":"portfolio","link":"https:\/\/hqsoftwarelab.com\/portfolio\/gesture-based-mobile-game-with-machine-learning\/","title":{"rendered":"A Gesture-Based Mobile Game With Machine Learning"},"content":{"rendered":"\n<section class=\"light-gray-bg section-padding-highlights\">\r\n      <div class=\"container container-small\">\r\n        <h2 class=\"h2\">Highlights <\/h2>\r\n        <p><\/p>\n<ul class=\"hq-list\">\n<li><span class=\"fontstyle0\">Winning a customer a strategic entertainment client<\/span><\/li>\n<li><span class=\"fontstyle0\">Introducing Machine Learning to mobile gaming<\/span><\/li>\n<li><span class=\"fontstyle0\">Using Machine Learning to improve movement recognition<\/span> <\/li>\n<\/ul>\n        <div class=\"row technologies-used\">\r\n          <div class=\"col\">\r\n            <div class=\"technologies-used__col\">\r\n              <p><span>Technologies Used:<\/span> Unity, Machine Learning<\/p>\r\n            <\/div>\r\n          <\/div>\r\n          <div class=\"col-auto\">\r\n                          <div class=\"technologies-used__col\"><p><span>Methodology:<\/span> Agile<\/p><\/div>\r\n                        <\/div>\r\n        <\/div>\r\n      <\/div>\r\n    <\/section>\n\n<section class=\"section text-block\">\r\n      <div class=\"container container-small\">\r\n        <blockquote class=\"blockquote-bg\" style=\"background-image: url('\/wp-content\/themes\/hq\/images\/11.svg');color: white; background-repeat: no-repeat;background-size: cover;\">\n    <div class=\"row flex-column-reverse flex-md-row\">\n        <div class=\"col-md-4 mb-3\">\n            <p><img decoding=\"async\" style=\"max-width: 50%;\" src=\"\/wp-content\/themes\/hq\/images\/Vika%20Rokash-photoaidcom-cropped.png\" alt=\"Vika Rokash photoaidcom cropped -\" title=\"\"><\/p>\n        <\/div>\n        <div class=\"col-md-8 mb-4 mb-md-4 pl-md-5 d-flex flex-column justify-content-between\">\n            <div class=\"h3\">Looking for similar solutions or something unique to your needs?<\/div>\n            <p>Contact us today! We&rsquo;re happy to explore your needs!<\/p>\n        <\/div>\n    <\/div>\n    <div class=\"row\">\n        <div class=\"col-md-4\">\n            <p>\n                <strong>Victoria Rokash<\/strong><br>\n                Business Development Manager\n            <\/p>\n        <\/div>\n        <div class=\"col-md-8 d-flex align-items-end mt-4 mt-md-0 pl-md-5\">\n            <a class=\"btn btn-primary btn-view-all prototype-btn-text\" href=\"\/contact-us\/\">Get in touch<\/a>\n        <\/div>\n    <\/div>\n<\/blockquote>\n<h2>Customer<\/h2>\n<p>Based in the United States, the company provides marketing services to such eminent customers as Ford, and other.&nbsp;The company had an idea of making a gesture-based mobile game and turned to HQSoftware to develop it.<\/p>\n<style>\n    .portfolioSwiper-image {\n        object-fit: cover;\n        display: block;\n        margin-left: auto;\n        margin-right: auto;\n        \/*height: 100%;*\/\n    }\n    @media (max-width: 767px) {\n        .portfolioSwiper-image {\n            object-fit: cover;\n            display: block;\n            margin-left: auto;\n            margin-right: auto;\n            \/*height: 100%;*\/\n        }\n    }\n<\/style>\n<div class=\"swiper portfolioSwiper\" style=\"max-width: unset;\">\n    <div class=\"swiper-wrapper\">\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/photo_2025-09-19_10-02-31.jpg\" alt=\"photo 2025 09 19 10 02 31 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div class=\"sas\">\n                <img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/1_240827.jpg\" alt=\"1 240827 -\" title=\"\">\n            <\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/2_240724.jpg\" alt=\"2 240724 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/3_240125.jpg\" alt=\"3 240125 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/4_230616.jpg\" alt=\"4 230616 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/5_220815.jpg\" alt=\"5 220815 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/6_210625.jpg\" alt=\"6 210625 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/7_210618.jpg\" alt=\"7 210618 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n    <\/div>\n    <div class=\"swiper-pagination\"><\/div>\n<\/div>\n<h2>Solution<\/h2>\n<p>The goal for the development team here was to implement Machine Learning into the game to enhance the gesture recognition. The gesture must be precise.<\/p>\n<p>The mobile game offers users to launch rockets by shaking his\/her phone. The user has to shake the phone up and down 10 times. As he shakes the phone, the power is generated on a meter. When the meter hits the top, the rocket launches. The objective is to launch as many rockets as possible in 1 minute. There is also an Endurance Challenge with unlimited time.<\/p>\n<p>Users can also play against friends via Game Center and compare scores.<\/p>\n<p>Additionally, the game features an Impossible mission mode. The objective here is to go across the Solar System and to reach Pluto. The user has one rocket, which he navigates by shaking his\/her phone. If the user is not shaking fast enough, the rocket sputters and tone of the engine goes out. Now the user has to shake harder, to compensate for the lost engine. The level is over when all three engines go out.<\/p>\n<p><strong>From a<\/strong>&nbsp;<strong>technological standpoint<\/strong>, the challenge here was to make sure that the device recognizes movement correctly. The game needs the user to shake his\/her phone up and down with a short-range. The game requires a firm shake: just a swing won&rsquo;t do.<\/p>\n<p>To make sure the game detects the gesture precisely, a team of developers applied Supervised Machine Learning, teaching the system to detect the correct movement.<\/p>\n<p>The game uses a device&rsquo;s gyroscope and accelerometer to identify movement. The developers tried out different types of shakes, tagging the start and endpoints, the shaking speed, and amplitude.<\/p>\n<p>Then the programmers made a selection of movements of certain speed and amplitude, which the system must recognize as the rights ones. Then it was subjected to this selection to develop an algorithm to better tell apart shakes from swings and sweeps.<\/p>\n<p>As the users play the game, the system will continue to polish the gesture-recognition algorithm.<\/p>\n      <\/div>\r\n    <\/section>\n\n\r\n<section class=\"section-news\">\r\n      <div class=\"container\">\r\n        <div class=\"section-top text-center\">\r\n          <h2 class=\"h2 section-title\">Check Out Other Works<\/h2>\r\n          <p>See How We Approach Business Objectives\r\n\r\n<\/p>\r\n        <\/div>\r\n        <div class=\"row section-news-row\">\r\n\r\n\r\n      <div class=\"col-md-4 section-news-item\">\r\n          <div class=\"section-news-item__inner \">\r\n              <a href=\"https:\/\/hqsoftwarelab.com\/portfolio\/mobile-app-that-gamifies-relationships-of-couples\/\" class=\"section-news-item__link\"><\/a>\r\n              <div class=\"section-news-item__img\">\r\n                  <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/relationships-of-couples-353x235.jpg\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/relationships-of-couples-726x482.jpg 2x\" alt=\"relationships of couples 353x235 -\" title=\"\">\r\n              <\/div>\r\n              <div class=\"section-news-item__top\">\r\n                  <div class=\"section-news-item__top-left\">\r\n                      <a href=\"https:\/\/hqsoftwarelab.com\/industry\/marketing-and-pr\/\" class=\"section-news-item__category\">Marketing &amp; PR<\/a>\r\n                  <\/div>\r\n                  <span class=\"section-news-item__readmore hq-readmore icon-arrow-right-i\"><\/span>\r\n              <\/div>\r\n              <div class=\"h3 section-news-item__bottom\">Mobile App That Gamifies Relationships of Couples<\/div>\r\n          <\/div>\r\n      <\/div>\r\n\r\n      \r\n      <div class=\"col-md-4 section-news-item\">\r\n          <div class=\"section-news-item__inner \">\r\n              <a href=\"https:\/\/hqsoftwarelab.com\/portfolio\/mobile-app-that-rewards-recycling-of-consumer-packaging\/\" class=\"section-news-item__link\"><\/a>\r\n              <div class=\"section-news-item__img\">\r\n                  <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Develop-Mobile-App-353x235.jpg\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Develop-Mobile-App-726x482.jpg 2x\" alt=\"Develop Mobile App 353x235 -\" title=\"\">\r\n              <\/div>\r\n              <div class=\"section-news-item__top\">\r\n                  <div class=\"section-news-item__top-left\">\r\n                      <a href=\"https:\/\/hqsoftwarelab.com\/industry\/business\/\" class=\"section-news-item__category\">Business<\/a>\r\n                  <\/div>\r\n                  <span class=\"section-news-item__readmore hq-readmore icon-arrow-right-i\"><\/span>\r\n              <\/div>\r\n              <div class=\"h3 section-news-item__bottom\">Mobile App That Rewards Recycling of Consumer Packaging: 3x Performance Boost<\/div>\r\n          <\/div>\r\n      <\/div>\r\n\r\n      \r\n      <div class=\"col-md-4 section-news-item\">\r\n          <div class=\"section-news-item__inner \">\r\n              <a href=\"https:\/\/hqsoftwarelab.com\/portfolio\/developing-a-system-that-improves-customer-service-of-s7-airlines\/\" class=\"section-news-item__link\"><\/a>\r\n              <div class=\"section-news-item__img\">\r\n                  <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Customer-Service-for-S7-Airlines-353x235.jpg\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Customer-Service-for-S7-Airlines-726x482.jpg 2x\" alt=\"Customer Service for S7 Airlines 353x235 -\" title=\"\">\r\n              <\/div>\r\n              <div class=\"section-news-item__top\">\r\n                  <div class=\"section-news-item__top-left\">\r\n                      <a href=\"https:\/\/hqsoftwarelab.com\/industry\/marketing-and-pr\/\" class=\"section-news-item__category\">Marketing &amp; 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Complete this form, and receive a free personalized proposal from your dedicated manager.<\/p>\r\n\r\n                            <div class=\"seo-block__image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/ava1@2.jpg\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/ava1@2.jpg 2x\" alt=\"ava1@2 -\" title=\"\">\r\n                <\/div>\r\n                <p class=\"seo-block__name\">Sergei Vardomatski<\/p>\r\n                <p class=\"seo-block__position\">Founder<\/p>\r\n            \r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/section>\n\n\n","protected":false},"template":"","meta":{"_acf_changed":true},"industry":[41,225],"technologies_taxonomy":[48,165],"class_list":["post-3205","portfolio","type-portfolio","status-publish","hentry","industry-marketing-and-pr","industry-ai-ml","technologies_taxonomy-unity","technologies_taxonomy-machine-learning"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v26.7) - 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