{"id":744,"date":"2021-03-01T13:42:00","date_gmt":"2021-03-01T13:42:00","guid":{"rendered":"https:\/\/unigine.com\/blog\/?p=744"},"modified":"2023-08-04T08:57:45","modified_gmt":"2023-08-04T08:57:45","slug":"real-time-3d-visualization-for-deep-learning-in-automotive-2","status":"publish","type":"post","link":"https:\/\/unigine.com\/blog\/fr\/2021\/03\/01\/real-time-3d-visualization-for-deep-learning-in-automotive-2\/","title":{"rendered":"Real-Time 3D Visualization For Deep Learning In Automotive"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Deep Learning In Autonomous Vehicles \/ ADAS<\/h2>\n\n\n\n<ul class=\"link-list \">\n<li class=\"link-list-item \">\n<div class=\"link-description-container\">\n<p class=\"link-list-name\">\n<a class=\"link-list-link\" href=\"https:\/\/unigine.com\/files\/download\/blog\/Real-Time-3D-Visualization-For-Deep-Learning-In-Automotive\/2021-03-UNIGINE-for-AI_ML-in-Automotive-EN.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Download this article as a PDF presentation<\/a><\/p>                                      <\/div>\n<div class=\"link-button\">\n<a class=\"link-list-download\" href=\"https:\/\/unigine.com\/files\/download\/blog\/Real-Time-3D-Visualization-For-Deep-Learning-In-Automotive\/2021-03-UNIGINE-for-AI_ML-in-Automotive-EN.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">\n<span class=\"link-list-download-icon\">\n<svg class=\"icon icon-download \">\n<use xlink:href=\"\/assets\/images\/sprites\/icons.svg#download\"><\/use>\n<\/svg>\n<\/span><span class=\"link-list-download-text\">Download<\/span><\/a><\/div><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Autonomous vehicle operation:<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li>Perception<\/li><li>Localization<\/li><li>Path Planning<\/li><li>Control<\/li><\/ol>\n\n\n\n<p>Computer vision <strong>(Perception) <\/strong>learning requires a lot of visual data, which can be easily generated by real-time 3D engine software<br>from virtual scenarios.<\/p>\n\n\n\n<p>Virtual scenarios can be used for pre-validation of autonomous systems behavior (<strong>Control<\/strong>) as well (virtual test driving).<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Requirements for virtual 3D environments:<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>Photorealistic image quality<\/li><li>Physically-correct lighting<\/li><li>Multiple wide-angle surrounding cameras<\/li><li>Sensor simulation (LIDAR, radar, sonar&#8230;)<\/li><li>Access to semantic data of objects (labels)<\/li><li>Procedural scene configuration (vehicle\/pedestrian positions, obstacles, lighting, weather conditions)<\/li><\/ul>\n\n\n\n<p>Compared to conventional approaches (manual dataset gathering and labeling, vehicle testing tracks), using a 3D engine requires less time, effort, and resources.<\/p>\n\n\n\n<div style=\"height:64px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"unigine-sim-block\">\n<div class=\"unigine-sim-block-logo\"><\/div>\n<div class=\"unigine-sim-block-text\">Real-Time 3D Visualization \nSoftware Development Kit<\/div>\n<\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Photorealistic Visuals<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>Physically-based rendering<\/li><li>Energy conservation model<\/li><li>Dynamic lights, shadows, and reflections<\/li><li>GGX BRDF: realistic speck from light sources<\/li><li>Fresnel reflections, reflections on rough surfaces<\/li><li>Screen Space Ray Tracing Reflections (SSRR)<\/li><li>Configurable anti-aliasing algorithms<\/li><li>Unique Screen-Space Ray Tracing Global Illumination (SSRTGI) technology<\/li><\/ul>\n\n\n\n<p>Physically-correct visualization of the learning dataset = reliable <strong>computer vision<\/strong> for real roads.<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-1024x576.jpg\" alt=\"Photorealistic Visuals\" class=\"wp-image-708\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic-1.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-1024x576.jpg\" alt=\"Photorealistic Visuals\" class=\"wp-image-709\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2-2.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Virtual Cameras &amp; Sensor Fusion<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Surround Cameras<\/h4>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:51% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-1024x1024.jpg\" alt=\"\" class=\"wp-image-715\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-1024x1024.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-300x300.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-150x150.jpg 150w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-768x768.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-1536x1536.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-830x830.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-230x230.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-350x350.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1-480x480.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar-1.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>Multiple surround cameras can be implemented with linear or fisheye (panoramic) views. Monocular \/ stereo dash cam setups for ADAS are also easily configurable.<\/p>\n\n\n\n<p><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">LiDAR<\/h4>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:51% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-1024x576.jpg\" alt=\"Lidar\" class=\"wp-image-665\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/lidar_2.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>360\u00b0 scanning laser sensor is supported. Distances to the surrounding objects can be fed into AI algorithms in real-time, regardless of lighting conditions.<\/p>\n\n\n\n<p><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Radar<\/h4>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:51% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"567\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-1024x567.jpg\" alt=\"Sensors\" class=\"wp-image-666\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-1024x567.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-300x166.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-768x425.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-1536x851.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-830x460.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-230x127.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-350x194.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors-480x266.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>Short-wave radars can be imitated with fast access to the scene depth data. The same precise data can be used for short-range sonar imitation.<\/p>\n\n\n\n<p><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Special-Purpose Sensors<\/h4>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-center\" style=\"grid-template-columns:51% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"580\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-1024x580.jpg\" alt=\"Sensors\" class=\"wp-image-667\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-1024x580.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-300x170.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-768x435.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-830x470.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-230x130.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-350x198.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2-480x272.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/special_sensors_2.jpg 1440w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>UNIGINE 2 Sim can be used to imitate other types of special sensors, e.g. thermal, night vision, and infrared ones.<\/p>\n\n\n\n<p><\/p>\n<\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Georeferenced Scenes<\/h3>\n\n\n\n<p>UNIGINE 2 Sim SDK is built for the correct virtual representation of the real world, at scale.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Increased object positioning precision: 64-bit precision per coordinate<\/li><li>Support for 3D ellipsoid Earth model (WGS84, other coordinates systems)<\/li><li>Support for geodata formats (elevation \/ imagery \/ vector)<\/li><li>Ephemeris system for celestial bodies positions depending on time\/coordinates<\/li><li>The performance-optimized object cluster system<\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-1024x576.jpg\" alt=\"Georeferenced Scenes\" class=\"wp-image-669\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/georeferenced.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-1024x576.jpg\" alt=\"Georeferenced Scenes\" class=\"wp-image-668\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/Georeferenced-Environments.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Automatic Data Annotation<\/h3>\n\n\n\n<p>UNIGINE 2 Sim scenes already contain the classification information for each frame, making them an auto-labeled ML dataset. Ground truth data can be easily accessed for each pixel. Unlike manual tagging, there is a 0% classification error.<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Per-object property system for semantic data<\/li><li>Easy object masking<\/li><li>Extensive access to the scene graph<\/li><li>Fast object visibility checks<\/li><li>Efficient occlusion control<\/li><li>24-bit material masks<\/li><li>Object bounds info for segmentation<\/li><li>evaluation<\/li><\/ul>\n\n\n\n<div class=\"wp-block-jetpack-tiled-gallery aligncenter is-style-columns\"><div class=\"tiled-gallery__gallery\"><div class=\"tiled-gallery__row\"><div class=\"tiled-gallery__col\" style=\"flex-basis:50%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"IPG\" data-height=\"900\" data-id=\"671\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=671\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive.jpg\" data-width=\"1600\" src=\"https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><div class=\"tiled-gallery__col\" style=\"flex-basis:50%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive-Semantic-Segmentation.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive-Semantic-Segmentation.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive-Semantic-Segmentation.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive-Semantic-Segmentation.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive-Semantic-Segmentation.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"IPG\" data-height=\"900\" data-id=\"672\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=672\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive-Semantic-Segmentation.jpg\" data-width=\"1600\" src=\"https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/IPG-Automotive-Semantic-Segmentation.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"598\" height=\"331\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/automatic_data_annotation3-2.jpg\" alt=\"Automatic Data Annotation\" class=\"wp-image-758\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/automatic_data_annotation3-2.jpg 598w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/automatic_data_annotation3-2-300x166.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/automatic_data_annotation3-2-230x127.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/automatic_data_annotation3-2-350x194.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/automatic_data_annotation3-2-480x266.jpg 480w\" sizes=\"auto, (max-width: 598px) 100vw, 598px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Easy Scenario Reconfiguration<\/h3>\n\n\n\n<p>You can get an unlimited number of scenarios by changing any of these variable parameters, which are dynamically controlled via API:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Autonomous vehicle position<\/li><li>Surrounding traffic<\/li><li>Pedestrians<\/li><li>Obstacles<\/li><li>Accidents<\/li><li>Road condition<\/li><li>Lighting conditions<\/li><li>Weather conditions<\/li><\/ul>\n\n\n\n<p>The increased number of situations and test cases explored in this way should improve system reliability dramatically.<\/p>\n\n\n\n<div class=\"wp-block-jetpack-slideshow aligncenter\" data-effect=\"slide\"><div class=\"wp-block-jetpack-slideshow_container swiper-container\"><ul class=\"wp-block-jetpack-slideshow_swiper-wrapper swiper-wrapper\"><li class=\"wp-block-jetpack-slideshow_slide swiper-slide\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" alt=\"Reconfiguration\" class=\"wp-block-jetpack-slideshow_image wp-image-673\" data-id=\"673\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-1024x576.jpg\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_1.jpg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/li><li class=\"wp-block-jetpack-slideshow_slide swiper-slide\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" alt=\"Reconfiguration\" class=\"wp-block-jetpack-slideshow_image wp-image-674\" data-id=\"674\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-1024x576.jpg\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_2.jpg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/li><li class=\"wp-block-jetpack-slideshow_slide swiper-slide\"><figure><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" alt=\"Reconfiguration\" class=\"wp-block-jetpack-slideshow_image wp-image-677\" data-id=\"677\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-1024x576.jpg\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/reconfiguration_3-2.jpg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/li><\/ul><a class=\"wp-block-jetpack-slideshow_button-prev swiper-button-prev swiper-button-white\" role=\"button\"><\/a><a class=\"wp-block-jetpack-slideshow_button-next swiper-button-next swiper-button-white\" role=\"button\"><\/a><a aria-label=\"Pause Slideshow\" class=\"wp-block-jetpack-slideshow_button-pause\" role=\"button\"><\/a><div class=\"wp-block-jetpack-slideshow_pagination swiper-pagination swiper-pagination-white\"><\/div><\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">High Performance<\/h3>\n\n\n\n<p>UNIGINE 2 Sim was designed to handle large, complex procedural scenes, filled with dynamic entities.<\/p>\n\n\n\n<p>The 3D engine demonstrates high and stable performance even working on consumer-grade hardware. This proves useful and time-saving when it comes to iterative AI training.<\/p>\n\n\n\n<p>There is the multi-years close cooperation of UNIGINE with leading hardware vendors (AMD, Intel, NVIDIA) on performance optimization.<\/p>\n\n\n\n<div class=\"wp-block-jetpack-tiled-gallery aligncenter is-style-columns\"><div class=\"tiled-gallery__gallery\"><div class=\"tiled-gallery__row\"><div class=\"tiled-gallery__col\" style=\"flex-basis:50.21986013168577%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance-2.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance-2.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance-2.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance-2.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance-2.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"High Performance\" data-height=\"900\" data-id=\"722\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=722\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance-2.jpg\" data-width=\"1600\" src=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance-2.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><div class=\"tiled-gallery__col\" style=\"flex-basis:49.78013986831423%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance_2.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance_2.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance_2.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance_2.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance_2.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"High Performance\" data-height=\"908\" data-id=\"679\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=679\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance_2.jpg\" data-width=\"1600\" src=\"https:\/\/i1.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/high_performance_2.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><\/div><\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Vehicle Dynamics Simulation<\/h3>\n\n\n\n<p>UNIGINE 2 Sim SDK includes a generic vehicle dynamics system, which can be fine for background traffic or prototype applications (before you bring<br>more sophisticated software algorithms or hardware-in-the-loop simulation in).<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Main vehicle systems: engine, gearbox, transfer case, axles, differential, wheels, suspension, steering, brakes<\/li><li>Configurable drivetrain: FWD, RWD, 4WD, multi-axle vehicles<\/li><li>Simulation of various surface conditions (dry, wet, snow-covered, or icy road, mud, and so on)<\/li><li>Visual control\/debug of parameters in real-time<\/li><\/ul>\n\n\n\n<p>There are also essential built-in components for traffic simulation (spatial triggers, pathfinding module).<\/p>\n\n\n\n<div class=\"wp-block-jetpack-tiled-gallery aligncenter is-style-rectangular\"><div class=\"tiled-gallery__gallery\"><div class=\"tiled-gallery__row\"><div class=\"tiled-gallery__col\" style=\"flex-basis:50%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"Vehicle Dynamics Simulation\" data-height=\"900\" data-id=\"680\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=680\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation.jpg\" data-width=\"1600\" src=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><div class=\"tiled-gallery__col\" style=\"flex-basis:50%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation_2.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation_2.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation_2.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation_2.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation_2.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"Vehicle Dynamics Simulation\" data-height=\"900\" data-id=\"681\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=681\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation_2.jpg\" data-width=\"1600\" src=\"https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/dynamics_simulation_2.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><\/div><\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Powerful C++ or C# API<\/h3>\n\n\n\n<p>Support for both C++ and C# programming languages provides decent flexibility for development teams. Both APIs are identical in terms of the access level:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Deep access to the rendering pipeline<\/li><li>Flexible multi-viewport mode<\/li><li>Extensive access to the scene graph and all parameters<\/li><li>CUDA support for fast GPU-CPU data transfer<\/li><li>Raw texture access<\/li><li>Extendible design for custom objects and shaders<\/li><\/ul>\n\n\n\n<div class=\"wp-block-jetpack-tiled-gallery aligncenter is-style-rectangular\"><div class=\"tiled-gallery__gallery\"><div class=\"tiled-gallery__row\"><div class=\"tiled-gallery__col\" style=\"flex-basis:49.97790712684543%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/c_or_c-1-2.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/c_or_c-1-2.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/c_or_c-1-2.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/c_or_c-1-2.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w\" alt=\"\" data-height=\"843\" data-id=\"759\" data-link=\"https:\/\/unigine.com\/blog\/de\/2021\/03\/01\/real-time-3d-visualization-for-deep-learning-in-automotive-2\/c_or_c-1-2\/\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/c_or_c-1-2.jpg\" data-width=\"1500\" src=\"https:\/\/i0.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/c_or_c-1-2.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><div class=\"tiled-gallery__col\" style=\"flex-basis:50.02209287315457%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/powerful_cpp_csharp_api2-2.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/powerful_cpp_csharp_api2-2.jpg?strip=info&#038;w=720&#038;ssl=1 720w\" alt=\"\" data-height=\"405\" data-id=\"760\" data-link=\"https:\/\/unigine.com\/blog\/de\/2021\/03\/01\/real-time-3d-visualization-for-deep-learning-in-automotive-2\/powerful_cpp_csharp_api2-3\/\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/powerful_cpp_csharp_api2-2.jpg\" data-width=\"720\" src=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/powerful_cpp_csharp_api2-2.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><\/div><\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Proven By Training Humans<\/h3>\n\n\n\n<p>UNIGINE 2 Sim has been proven for years in building professional simulators to train people. The SDK was designed to work as a part of modular distributed systems.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"367\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-1024x367.jpg\" alt=\"\" class=\"wp-image-682\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-1024x367.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-300x107.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-768x275.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-1536x550.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-830x297.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-230x82.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-350x125.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven-480x172.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p>There are a lot of common tasks in generating virtual 3D environments for humans and AI.<\/p>\n\n\n\n<p>A great variety of driving simulation systems created by our customers are installed worldwide. Cars, trucks, special vehicles, trains, military vehicles &#8211; all sorts of ground transportation simulators are powered by UNIGINE Engine.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"380\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-1024x380.jpg\" alt=\"Proven By Training Humans\" class=\"wp-image-683\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-1024x380.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-300x111.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-768x285.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-1536x570.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-830x308.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-230x85.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-350x130.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2-480x178.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/proven_2.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Various Types Of Vehicles<\/h3>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"419\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-1024x419.jpg\" alt=\"Various Types Of Vehicles\" class=\"wp-image-684\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-1024x419.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-300x123.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-768x314.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-1536x629.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-830x340.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-230x94.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-350x143.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles-480x197.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/vehicles.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Streamlined Content Workflow<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>WYSIWYG 3D scene (visual database) editor<\/li><li>Landscape tool with support for procedural data refinement<\/li><li>PBR workflow for 3D assets (compatible across modern engines)<\/li><li>Support for CAD and GIS data formats<\/li><li>3D content library<\/li><\/ul>\n\n\n\n<div class=\"wp-block-jetpack-tiled-gallery aligncenter is-style-rectangular\"><div class=\"tiled-gallery__gallery\"><div class=\"tiled-gallery__row\"><div class=\"tiled-gallery__col\" style=\"flex-basis:50%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow-2.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow-2.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow-2.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow-2.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow-2.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"Streamlined Content Workflow\" data-height=\"900\" data-id=\"720\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=720\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow-2.jpg\" data-width=\"1600\" src=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow-2.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><div class=\"tiled-gallery__col\" style=\"flex-basis:50%\"><figure class=\"tiled-gallery__item\"><img decoding=\"async\" srcset=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow_2-1.jpg?strip=info&#038;w=600&#038;ssl=1 600w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow_2-1.jpg?strip=info&#038;w=900&#038;ssl=1 900w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow_2-1.jpg?strip=info&#038;w=1200&#038;ssl=1 1200w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow_2-1.jpg?strip=info&#038;w=1500&#038;ssl=1 1500w,https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow_2-1.jpg?strip=info&#038;w=1600&#038;ssl=1 1600w\" alt=\"Streamlined Content Workflow\" data-height=\"900\" data-id=\"689\" data-link=\"https:\/\/unigine.com\/blog\/?attachment_id=689\" data-url=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow_2-1.jpg\" data-width=\"1600\" src=\"https:\/\/i2.wp.com\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/workflow_2-1.jpg?ssl=1\" layout=\"responsive\"\/><\/figure><\/div><\/div><\/div><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Team Of Experts<\/h3>\n\n\n\n<p>UNIGINE team has been working with simulation &amp; training tasks for more than ten years (and AI training-specific tasks for four years), having directly participated in many projects, receiving hands-on experience ourselves, and realizing many turnkey projects.&nbsp;<\/p>\n\n\n\n<p>All our experience was converted into UNIGINE 2 Sim software platform; so, our clients can use ready-made components that have been developed especially for solving similar tasks.<\/p>\n\n\n\n<p>Our technical experts are always here to help your team with any questions.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-1024x576.jpg\" alt=\"Experts\" class=\"wp-image-691\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/expert_team.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">UNIGINE Advantages Summary<\/h3>\n\n\n\n<ul class=\"wp-block-list\"><li>Photorealistic image quality<\/li><li>Camera and sensor output<\/li><li>Automatic semantic data labeling<\/li><li>Easy scenario reconfiguration<\/li><li>Deep access to the rendering pipeline<\/li><li>Embeddable into C++ \/ C# codebase<\/li><li>Extremely performance-optimized<\/li><li>Georeferenced scenes support<\/li><li>A large number of out-of-the-box features<\/li><li>Visual scene editor + 3D content library<\/li><li>Generic vehicle dynamics simulation<\/li><li>Support for various types of vehicles<\/li><li>Proven in human-oriented simulators<\/li><li>Brought to you by experienced, enterprise-oriented experts<\/li><\/ul>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Autonomous Everywhere<\/h3>\n\n\n\n<p>Regardless of the type of autonomous vehicles, their AI should undergo a training process, facing all the same common challenges,<br>before they hit mass deployment:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Self-driving cars (SAE Level 4\/Level 5)<\/li><li>Autonomous flying drones and UAV<\/li><li>Maritime autonomous surface ships and submarines<\/li><li>Autonomous spacecrafts<\/li><\/ul>\n\n\n\n<p>UNIGINE 2 Sim is capable to visualize all of these scenarios.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-1024x576.jpg\" alt=\"Autonomous Everywhere\" class=\"wp-image-692\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-1024x576.jpg\" alt=\"Autonomous Everywhere\" class=\"wp-image-693\" srcset=\"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-1024x576.jpg 1024w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-300x169.jpg 300w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-768x432.jpg 768w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-1536x864.jpg 1536w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-830x467.jpg 830w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-230x129.jpg 230w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-350x197.jpg 350w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2-480x270.jpg 480w, https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/autonomous_2.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p><strong>Developers from 250+ companies across all the continents use UNIGINE technologies to realize their projects.<\/strong><\/p>\n\n\n\n<ul class=\"link-list \">\n<li class=\"link-list-item \">\n<div class=\"link-description-container\">\n<p class=\"link-list-name\">\n<a class=\"link-list-link\" href=\"https:\/\/unigine.com\/files\/download\/blog\/Real-Time-3D-Visualization-For-Deep-Learning-In-Automotive\/2021-03-UNIGINE-for-AI_ML-in-Automotive-EN.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Download this article as a PDF presentation<\/a><\/p>                                      <\/div>\n<div class=\"link-button\">\n<a class=\"link-list-download\" href=\"https:\/\/unigine.com\/files\/download\/blog\/Real-Time-3D-Visualization-For-Deep-Learning-In-Automotive\/2021-03-UNIGINE-for-AI_ML-in-Automotive-EN.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">\n<span class=\"link-list-download-icon\">\n<svg class=\"icon icon-download \">\n<use xlink:href=\"\/assets\/images\/sprites\/icons.svg#download\"><\/use>\n<\/svg>\n<\/span><span class=\"link-list-download-text\">Download<\/span><\/a><\/div><\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons aligncenter is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background\" href=\"https:\/\/unigine.com\/get-unigine\/contact-sales?utm_source=blog&amp;utm_medium=post&amp;utm_campaign=deep_learning\" style=\"background-color:#86c62f;border-radius:5px\" rel=\"\">Try UNIGINE Today<\/a><\/div>\n<\/div>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Deep Learning In Autonomous Vehicles \/ ADAS Download this article as a PDF presentation Download Autonomous vehicle operation: Perception Localization Path Planning Control Computer vision (Perception) learning requires a lot of visual data, which can be easily generated by real-time 3D engine softwarefrom virtual scenarios. Virtual scenarios can be used for pre-validation of autonomous systems [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":661,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[52],"tags":[322,342,326,328,332,336],"class_list":["post-744","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized-fr","tag-ai-learning-fr","tag-av-fr","tag-computer-vision-fr","tag-deep-learning-fr","tag-neural-networks-fr","tag-uav-fr"],"jetpack_featured_media_url":"https:\/\/unigine.com\/blog\/wp-content\/uploads\/2021\/03\/photorealistic_2.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/posts\/744","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/comments?post=744"}],"version-history":[{"count":2,"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/posts\/744\/revisions"}],"predecessor-version":[{"id":761,"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/posts\/744\/revisions\/761"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/media\/661"}],"wp:attachment":[{"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/media?parent=744"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/categories?post=744"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/unigine.com\/blog\/wp-json\/wp\/v2\/tags?post=744"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}