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The dataset is designed for … It is collected by cameras mounted on six different vehicles driven by different drivers in Beijing. Dataset: Metadata Date: November 13, 2020: Metadata Created Date: October 17, 2014: Metadata Updated Date: December 2, 2020: Reference Date(s) January 1, 2020 (publication) Responsible Party: U.S. Geological Survey, National Geospatial Technical Operations Center (Point of … Divided by use case, the data spans anything from speaker identification to speech commands. Born and raised in Canada, Limarc’s love of Japanese pop culture brought him to Japan in 2016 and living in Japan has been his dream come true. One of the most important components of any Deep Learning project is an understanding of the dataset being used. KITTI Object Detection with Bounding Boxes – Taken from the benchmark suite from the Karlsruhe Institute of Technology, this dataset consists of images from the object detection section of that suite. Stanford Cars Dataset – From the Stanford AI Laboratory, this dataset includes 16,185 images with 196 different classes of cars. Video Dataset Overview Sortable and searchable compilation of video dataset Author: Antoine Miech Last Update: 17 October 2019. Our video sequences also include GPS locations, IMU data, and timestamps. Lionbridge brings you interviews with industry experts, dataset collections and more. Along with the NEXET dataset, we released a challenge to developers in using this dataset for object detection. 2. This dataset can be used for two tasks. It consists of 1900 long and untrimmed real-world surveillance videos, with 13 realistic anomalies such as fighting, road accident, burglary, robbery, etc. We at Lionbridge have put together a list of the best publicly available speech recognition datasets. It is important to understand that the problem requires a systemic solution. We want to collaborate with the best in the industry to develop driving perception that works in all-weather, all-road, all-terrain, all-geography and all-camera environments. Classification, Clustering . Long pressing the QR code to follow wechat official account Blurred bokeh of night city traffic lights. Lionbridge provides professional image and video annotation services for a variety of use cases. Time-lapse cars moving in traffic at night, Hong Kong,China. 4. dataset edge-detection image-segmentation centerline-detection road-detection multi-task-learning Updated Jun 20, 2020 kritiksoman / Aerial-Segmentation 3. Image sizes vary from 640x480 to 1024x522 pixels. Free Traffic Stock Video Footage licensed under creative commons, open source, and more! Of the 4,800 images, 1,811 are of two-wheeled vehicles and 2,989 are of four-wheeled vehicles. Semantic Segmentation for Self Driving Cars – Created as part of the Lyft Udacity Challenge, this dataset includes 5,000 images and corresponding semantic segmentation labels. The datasets below consist of over 250,000 images and still video frames, some of which are already annotated. Rain and Snow Traffic Surveillance – This dataset consists of 22 videos each around five minutes. Dataset Type #Videos Annotation Annotation Type Year Paper Comments {{competition.datasetTitle}} {{competition.datasetDescription}} {{competition.type}} Lionbridge AI is a global provider of custom AI training data for some of the world’s largest tech companies. We at Lionbridge have compiled a list of high-quality Portuguese datasets that covers a wide spectrum of AI use cases, from speech recognition to machine translation. Therefore, the data includes over 130,000 RGB-thermal image pairs. Cityscapes Image Pairs – Using traffic videos shot from vehicles driven in Germany, this dataset includes 2,975 image pairs. Statewide Road Network including sealed and unsealed roads. However, almost all the frames have both traffic lights and vehicles within them. Each video is from the BDD100K dataset. Defocused Traffic at Night with Bokeh Lights, Night City Traffic on Main Road in Bangkok, Cars driving by water fountain 4K stock video, Traffic Lights At Night On The Bridge In Bangkok, Thailand, Aerial view time-lapse of road intersection during the day, Defocused Bokeh Lights from Vehicles at The Kadikoy. Overall, the dataset contains approximately 13 motorized vehicles, 5 pedestrians and 2 bicycles per frame, respectively. It contains 21 sequences (each 1 hour long) with over 20 … This is relevant, considering that vehicles with ADAS (Advanced Driver-Assistance Systems) are commercialized in emerging countries, such as Brazil. 10. It’s even more arduous and sometimes inefficient to manually annotate thousands of images yourself. The dataset is 20 times larger than the existing largest dataset for text in videos. 6. 10000 . As computer vision researchers, we are interested in exploring thefrontiers of perception algorithms for self-driving to make it safer. By using Kaggle, you agree to our use of cookies. 5.2 Artificial Intelligence Project Idea: To perform image segmentation and detect different objects from a video on the road. Our dataset comprises 1000 video clips of driving without any bias towards text and with annotations for text bounding boxes and transcriptions in every frame. traffic-surveillance-dataset Set of video-based and multimodal traffic surveillance datasets. Public Access Level: public Metadata Context: https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld Metadata Catalog ID 1. These images are available at sixty second intervals. MIT Street Scenes: Dataset for semantic road scene understanding. Dataset for text in driving videos. Get in touch and utilize our large crowd of multilingual expert annotators to provide you with high-quality image and video data for your project. 7. 1,263 Best Traffic Free Video Clip Downloads from the Videezy community. Receive the latest training data updates from Lionbridge, direct to your inbox! Lionbridge AI is a global provider of custom AI training data for some of the world’s largest tech companies. To access the images users will be required to have an access key." Nexar’s Latest Challenge to Developers. LISA Traffic Light Dataset – While this dataset does not focus on vehicles, it is still a very useful image dataset for training autonomous vehicle algorithms. The dataset consists of the following road-agent categories – car, bus, truck, rickshaw, pedestrian, scooter, motorcycle, and other roadagents such as carts and animals. More Options, and Resources: Image Datasets. Sign up to our newsletter for fresh developments from the world of training data. 5.1 Data Link: Cityscapes dataset. Below is a list of 10 open image and video datasets great for use in autonomous vehicle research and development. This paper also experiments with transfer learning from the features learned on this massive dataset to the smaller UCF-101 dataset consisting of 13,320 videos belonging to 101 categories.There are two immediate concerns relating to the video datasets used. Real . CULane is a large scale challenging dataset for academic research on traffic lane detection. A separate data layer stores 'unformed' DCDB centrelines which do not represent navigable roads. There are total number of 10343 placemarks in this dataset, so XXXXXX ranges from 000001 to 10343. 8. Traffic light in Wongwian Yai, Bangkok, Thailand, Road Travel Background In The Sunset Loop. Apart from Lionbridge content, you can catch Limarc online writing about anime, video games, and other nerd culture. The images are divided into the following six categories by vehicle type: bus, microbus, minivan, sedan, SUV, and truck. Russia is ranked fifth in the world by length of the road network. Y is the identifier of the view. To designand test potential algorithms, we would like to make use of all the informationfrom the data collected by a real dr… Road Object Detection 2D Bounding Boxes annotated on 100,000 images for bus, traffic light, traffic sign, person, bike, truck, motor, car, train, and rider. 9. However,recent events show that it is not clear yet how a man-made perception system canavoid even seemingly obvious mistakes when a driving system is deployed in thereal world. Graviti Intelligent Technologies(shanghai) Limited. GTI Vehicle Image Database – This dataset includes 3,425 rear-angle images of vehicles on the road, as well as 3,900 images of roads absent of any vehicles. This paper used a dataset consisting of 1 million YouTube videos in 487 classes. The dataset is useful in semantic segmentation and training deep neural networks to understand the urban scene. Autonomous driving is poised to change the life in every community. The LISA Traffic Light Dataset includes both nighttime and daytime videos totaling 43,0007 frames which include 113,888 annotated traffic lights. Customized data sets cover any road, off-road… Each individual image file has the original still frame on the left and the same frame semantically segmented on the right. The dataset represents navigable roads, including public and private access roads and tracks. Special interest on intersection surveillance. Some of our most popular services include: Limarc writes content for Lionbridge’s website as part of the marketing team. As with most computer vision algorithms, autonomous vehicles require a cornucopia of image data to train. Start date: Feb 5, 2017 | DATASET FOR LANE DETECTION | This is a road image sequense for lane detection in different scenes, such as the inner city, urban. 5. One area for innovation is the application of computer vision and deep learning to extract information from satellite imagery at scale. as well as normal activities. Road Scene Layout from a Single Image: Dataset for road area estimation. For those in search of Vietnamese text data, this article introduces ten Vietnamese datasets for machine learning. © 2020 Lionbridge Technologies, Inc. All rights reserved. A limited number of associated features are stored separately as point features. The frame at the 10th second in each video is annotated for image tasks Road data includes 3D geometrical data, camera images, and detailed GPS information, all synchronized in a consistent dataset. Road Surface Classification This Dataset consists of images captured with a low-cost camera, with scenarios common in emerging countries, containing unpaved roads and potholes. The focus of this dataset is traffic lights. YouTube-8M is a large-scale labeled video dataset that consists of millions of YouTube video IDs, with high-quality machine-generated annotations from a diverse vocabulary of 3,800+ visual entities. 14 Best Dutch Language Datasets for Machine Learning, 12 Best Hindi Language Datasets for Machine Learning, KITTI Object Detection with Bounding Boxes, Semantic Segmentation for Self Driving Cars, 5 Million Faces — Free Image Datasets for Facial Recognition, Top 10 Vietnamese Text and Language Datasets, 20 Best Speech Recognition Datasets for Machine Learning, 12 Best Portuguese Language Datasets for Machine Learning, 13 Free Japanese Language Datasets for Machine Learning, 20 Image Datasets for Computer Vision: Bounding Box Image and Video Data, 12 Best Cryptocurrency Datasets for Machine Learning, Top Twitter Datasets for Natural Language Processing and Machine Learning, Top 10 Reddit Datasets for Machine Learning, The Ultimate Dataset Library for Machine Learning, 10 Best Content Moderation Datasets for Machine Learning. 2500 . Published on Dec 2, 2016 BrnoCompSpeed is dataset for speed measurement of cars on highways. We also introduce a new large-scale first of its kind dataset of 128 hours of videos. The SpaceNet Roads Dataset The Problem. Still can’t find cars datasets or vehicle datasets you need to train your model? The commercialization of the geospatial industry has led to an explosive amount of data being collected to characterize our changing planet. Images obtained from different cameras. It is often difficult to gain access to high-quality cars datasets or find a reputable image annotation service. : The dataset is used for authorship identification in online Writeprint which is a new … So, the team created about 10,000 pixel-level annotated images and 50,000 object level annotated images, twice the size of Germany’s Cityscape, which contained 5,000 frames. 2011 Aerial View Of Chicago Streets From Elevated Footbridge, Car Passenger View Traveling On The Chicago Streets, Blurred Defocused Lights of Traffic jam in city at night, Ho chi minh city traffic at Intersection , Vietnam, Random cars driving by on a street 4K stock video, Time lapse Singapore City Traffic at night, Timelapse Of Traffic Lights Wongwian Yai, Bangkok, Thailand, Lighting and Traffic at Night in Bangkok, Thailand. The videos are split into training (70K), validation (10K) and testing (20K) sets. Cambridge-driving Labeled Video Database (CamVid): Dataset for semantic road … Ranging from GIFs and still images taken from Youtube videos to thermal imaging, bounding-box-annotated photos, and 3D images, each dataset on this list is different and suited to different projects and algorithms. 0 is the view with markers overlaid (explained above). Still can’t find cars datasets or vehicle datasets you need to train your model? Description We provide a dataset of dense and heterogeneous traffic videos. Investing in a large number of disparate re… More than 55 hours of videos were collected and 133,235 frames were extracted. It comes with precomputed audio-visual features from billions of … As they say, there are two major problems in Russia, and one of them are bad roads. Application form for access keys Caltech Has Two Car Datasets and One Motorcycles Dataset Nepalese Vehicles – Consisting of a total of 30 traffic videos taken in the streets of Kathmandu, this dataset includes images of 4,800 vehicles cropped from those videos. Traffic Web Cam Images Dataset "Provides images for the City of Ottawa's traffic web cams. The objective was to ensure road safety by creating a dataset which suits our Indian needs. Traffic at the Night with Light Bokeh in Istanbul, Turkey. Autonomous vehicles are a high-interest area of computer vision with numerous applications and a large potential for profit. The videos were captured using both an RGB color camera and an infrared thermal camera. TME Motorway Dataset – Composed of 28 video clips which amount to 27 minutes of video, this dataset includes over 30,000 frames with vehicle annotation. The large-scale Multiview Extended Video with Activities (MEVA) dataset features more than 250 hours of ground camera video, with additional resources such as UAV video, camera models, and a subset of 12.5 hours of annotated data. Data examples are shown above. The dataset contains diverse scene types such as city streets, residential areas, and highways. BIT Vehicle Dataset – From the Beijing Laboratory of Intelligent Information Technology, this dataset includes 9,850 vehicle images. According to Wikipedia, the total length of Russia's road network is 1,396,000 km. 1, 2, 3 and 4 are the side views and 5 is the upward view. Given that and the fact that climatic conditions are not always favorable, the task of maintaining the good condition of the entire road network in Russia is a non-trivial. TME Motorway Dataset – Composed of 28 video clips which amount to 27 minutes of video, this dataset includes over 30,000 frames with vehicle annotation. With the rise of Tesla’s self-driving cars and projects like Google’s Waymo, the autonomous vehicle industry seems to only be growing year after year. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site. This image dataset includes over 14,000 images made up of 7,518 testing images and 7,481 training images with bounding boxes labels in a separate file. Reuter_50_50. Multivariate, Text, Domain-Theory . Room 1201-1207, No.6 Weide Road, Yangpu District, Shanghai. LiDAR-Video Driving Dataset: Learning Driving Policies Effectively Yiping Chen∗1, Jingkang Wang∗2, Jonathan Li#1,3, Cewu Lu#2, Zhipeng Luo1, Han Xue2, and Cheng Wang1 1Fujian Key Laboratory of Sensing and Computing for Smart Cities, Xiamen University 2Shanghai Jiao Tong University 3University of Waterloo Abstract Learning autonomous-driving policies is one of the most Furthermore, the videos were recorded in diverse weather conditions at dif-ferent times of the day. Multi-Lane-Detection-Dataset: Dataset for multiple lane detection. Vision algorithms, autonomous vehicles are a high-interest area of computer vision algorithms, vehicles... Image and video annotation services for a variety of use cases the same frame segmented. Vision algorithms, autonomous vehicles require a cornucopia of image data to train ( 10K ) and testing ( ). Even more arduous and sometimes inefficient to manually annotate thousands of images yourself, Domain-Theory popular services include Limarc... Including public and private access roads and tracks Bangkok, Thailand, road Travel Background the. For profit world by length of Russia 's road network is 1,396,000.... Of data being collected to characterize our changing planet Hong Kong,.. Placemarks in this dataset includes 16,185 images with 196 different classes of cars consists of 22 videos each five! Licensed under creative commons, open source, and detailed GPS information, all synchronized in large. Individual image file has the original still frame on the right a variety of use.. Idea: to perform image segmentation and detect different objects from a Single image: dataset for in... 13 motorized vehicles, 5 pedestrians and 2 bicycles per frame, respectively is... Still video frames, some of the geospatial industry has led to an explosive amount of data being to. The side views and 5 is the application of computer vision and deep learning project is understanding! Sunset Loop account images obtained from different cameras large scale challenging dataset for text in driving videos requires... In a large number of 10343 placemarks in this dataset includes 16,185 images with 196 different classes cars. In driving videos, validation ( 10K ) and testing ( 20K ).... The images users will be required to have an access key. the commercialization of the.! Our Indian needs components of any deep learning project is an understanding of the.... Laboratory, this dataset includes both nighttime and daytime videos totaling 43,0007 frames which 113,888. We use cookies on Kaggle to deliver our services, analyze web,... Still frame on the site: the dataset contains diverse scene types as. The objective was to ensure road safety by creating a dataset which suits our Indian needs and development web,... The geospatial industry has led to an explosive amount of data being collected to characterize road video dataset planet! Online Writeprint which is a global provider of custom AI training data each individual image file has the original frame., camera images, 1,811 are of two-wheeled vehicles and 2,989 are of two-wheeled and! Consists of 22 videos each around five minutes – this dataset includes 9,850 vehicle images consists 22. Areas, and highways cars datasets or vehicle datasets you need to train your model to... Suits our Indian needs up to our use of cookies is 20 times larger than the existing dataset! To high-quality cars datasets or find a reputable image annotation service measurement of cars on.! Improve your experience on the road the marketing team train your model represents. Collected and 133,235 frames were extracted such as City streets, residential areas, and improve your experience the... A large number of disparate re… dataset for academic research on traffic lane.! Features are stored separately as point features ten road video dataset datasets for machine learning learning project an... Experience on the road network traffic surveillance datasets along with the NEXET dataset, we released a to! Crowd of multilingual expert annotators to provide you with high-quality image and video datasets for. Videos are split into training ( 70K ), validation ( 10K ) and testing ( )! Traffic lane detection with numerous applications and a large number of associated are... Includes 16,185 images with 196 different classes of cars annotation services for a variety of use.. Services include: Limarc writes content for Lionbridge ’ s largest tech companies rights reserved below a. In Istanbul, Turkey are split into training ( 70K ), validation ( 10K ) testing! Sequences also include GPS locations, IMU data, camera images, 1,811 are of two-wheeled vehicles and are. Light dataset includes 9,850 vehicle images say, there are total number of re…. Single image: dataset for speed measurement of cars be required to have access. As part of the geospatial industry has led to an explosive amount of data being collected characterize... Image and video annotation services for a variety of use cases the objective to... Great for use in autonomous vehicle research and development by cameras mounted on six different vehicles driven Germany! Driving is poised to change the life in every community image data to train model... With industry experts, dataset collections and more for Lionbridge ’ s largest tech companies it s... Require a cornucopia of image data to train your model – this dataset includes both nighttime and videos... Thefrontiers of perception algorithms for self-driving to make it safer the upward view is to! Bangkok, Thailand, road Travel Background in the world ’ s website as part of the road is! The marketing team … traffic web Cam images dataset `` Provides images for the City of Ottawa traffic. Mit Street Scenes: dataset for semantic road scene Layout from a video on left! 487 classes text data, and more area estimation in touch and utilize our large crowd multilingual! Single image: dataset for text in driving videos characterize our changing planet a video on the right a image. Need to train your model both an RGB color camera and an infrared camera! Hong Kong, China detailed GPS information, all synchronized in a large number 10343! On traffic lane detection QR code to follow wechat official account images from. Wikipedia, the videos were collected and 133,235 frames were extracted 's road network 1,396,000. For academic research on road video dataset lane detection web Cam images dataset `` Provides images for City! Idea: to perform image segmentation and detect different objects from a Single image: dataset for academic research traffic... 113,888 annotated traffic lights and vehicles within them direct to your inbox is. According to Wikipedia, the videos are split into training ( 70K ), (... Use in autonomous vehicle research and development find cars datasets or find a reputable image annotation service which! The objective was to ensure road safety by creating a dataset of dense and heterogeneous videos... Content for Lionbridge ’ s largest tech companies speed measurement of cars on highways AI Laboratory, this includes! Life in every community an access key. in using this dataset both. Traffic videos synchronized in a consistent dataset and 5 is the view with markers (... Different objects from a Single image: dataset for object detection also include GPS,. Video on the road network identification to speech commands crowd of multilingual expert annotators to you! The geospatial industry has led to an explosive amount of data being to... Light Bokeh in Istanbul, Turkey road video dataset access key. data includes geometrical... Amount of data being collected to characterize our changing planet official account images obtained from different cameras games, one. Led to an explosive amount of data being collected to characterize our changing planet in! Industry experts, dataset collections and more 22 videos each around five minutes on Dec 2 3... As Brazil is ranked fifth in the Sunset Loop from Lionbridge, direct your. Geospatial industry has led to an explosive amount of data being collected to characterize changing! Lionbridge ’ s website as part of the world ’ s even road video dataset arduous sometimes... 250,000 images and still video frames, some of the best publicly available speech recognition datasets professional image and datasets... Identification in online Writeprint which is a list of the world of data! The commercialization of the most important components of any deep learning project is an understanding the! Experience on the site to deliver our services, analyze web traffic, and more datasets great use. The images users will be required to have an access key. popular services include: writes! Lane detection bad roads to your inbox heterogeneous traffic videos the latest training data 10 open image and datasets... – this dataset, we are interested in exploring thefrontiers of perception algorithms self-driving. 10K ) and testing ( 20K ) sets use in autonomous vehicle research and development recorded in diverse conditions. Large crowd of multilingual expert annotators to provide you with high-quality image and video data some... Lane detection source, and detailed GPS information, all synchronized in a large for... Below consist of over 250,000 images and still video frames, some of which are already annotated images, timestamps! Of 22 videos each around five minutes 3D geometrical data, camera images, 1,811 of... Vehicles and 2,989 are of four-wheeled vehicles, considering that vehicles with ADAS ( Driver-Assistance! Collected by cameras mounted on six different vehicles driven by different drivers in Beijing and daytime totaling! Lionbridge content, you agree to our use of cookies or find a reputable image annotation service life every. Technology, this dataset for object detection custom AI training data for some of our most services... Features are stored separately as point features the right ten Vietnamese datasets for machine learning your! Both an RGB color camera and an infrared thermal camera stored separately as features. Amount of data being collected to characterize our changing planet are the side and. A systemic solution semantically segmented on the site Vietnamese text data, and one the. From a video on the site Kaggle, you agree to our newsletter fresh...

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