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. Reuter_50_50. This dataset can be used for two tasks. The datasets below consist of over 250,000 images and still video frames, some of which are already annotated. Customized data sets cover any road, off-road… 1, 2, 3 and 4 are the side views and 5 is the upward view. The frame at the 10th second in each video is annotated for image tasks These images are available at sixty second intervals. The SpaceNet Roads Dataset The Problem. Receive the latest training data updates from Lionbridge, direct to your inbox! The LISA Traffic Light Dataset includes both nighttime and daytime videos totaling 43,0007 frames which include 113,888 annotated traffic lights. Autonomous driving is poised to change the life in every community. 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. Traffic Web Cam Images Dataset "Provides images for the City of Ottawa's traffic web cams. 2500 . The dataset contains diverse scene types such as city streets, residential areas, and highways. Our video sequences also include GPS locations, IMU data, and timestamps. 8. Along with the NEXET dataset, we released a challenge to developers in using this dataset for object detection. It consists of 1900 long and untrimmed real-world surveillance videos, with 13 realistic anomalies such as fighting, road accident, burglary, robbery, etc. Statewide Road Network including sealed and unsealed roads. The objective was to ensure road safety by creating a dataset which suits our Indian needs. The focus of this dataset is traffic lights. 10. dataset edge-detection image-segmentation centerline-detection road-detection multi-task-learning Updated Jun 20, 2020 kritiksoman / Aerial-Segmentation 9. Image sizes vary from 640x480 to 1024x522 pixels. The dataset is 20 times larger than the existing largest dataset for text in videos. 2011 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. There are total number of 10343 placemarks in this dataset, so XXXXXX ranges from 000001 to 10343. However, almost all the frames have both traffic lights and vehicles within them. Classification, Clustering . 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. 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. This is relevant, considering that vehicles with ADAS (Advanced Driver-Assistance Systems) are commercialized in emerging countries, such as Brazil. More Options, and Resources: Image Datasets. 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. Divided by use case, the data spans anything from speaker identification to speech commands. Data examples are shown above. 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. Autonomous vehicles are a high-interest area of computer vision with numerous applications and a large potential for profit. Cityscapes Image Pairs – Using traffic videos shot from vehicles driven in Germany, this dataset includes 2,975 image pairs. Lionbridge AI is a global provider of custom AI training data for some of the world’s largest tech companies. 4. 5. 2. Multivariate, Text, Domain-Theory . 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. A separate data layer stores 'unformed' DCDB centrelines which do not represent navigable roads. It is often difficult to gain access to high-quality cars datasets or find a reputable image annotation service. Road data includes 3D geometrical data, camera images, and detailed GPS information, all synchronized in a consistent dataset. 10000 . For those in search of Vietnamese text data, this article introduces ten Vietnamese datasets for machine learning. The dataset represents navigable roads, including public and private access roads and tracks. 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. As with most computer vision algorithms, autonomous vehicles require a cornucopia of image data to train. A limited number of associated features are stored separately as point features. Published on Dec 2, 2016 BrnoCompSpeed is dataset for speed measurement of cars on highways. Free Traffic Stock Video Footage licensed under creative commons, open source, and more! Lionbridge AI is a global provider of custom AI training data for some of the world’s largest tech companies. Multi-Lane-Detection-Dataset: Dataset for multiple lane detection. Below is a list of 10 open image and video datasets great for use in autonomous vehicle research and development. 1,263 Best Traffic Free Video Clip Downloads from the Videezy community. 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. Sign up to our newsletter for fresh developments from the world of training data. Road Scene Layout from a Single Image: Dataset for road area estimation. Graviti Intelligent Technologies(shanghai) Limited. Images obtained from different cameras. Still can’t find cars datasets or vehicle datasets you need to train your model? 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. We use cookies on Kaggle to deliver our services, analyze web traffic, and improve your experience on the site. Cambridge-driving Labeled Video Database (CamVid): Dataset for semantic road … 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. 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. Each individual image file has the original still frame on the left and the same frame semantically segmented on the right. Real . Public Access Level: public Metadata Context: https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld Metadata Catalog ID 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 It contains 21 sequences (each 1 hour long) with over 20 … Still can’t find cars datasets or vehicle datasets you need to train your model? Lionbridge brings you interviews with industry experts, dataset collections and more. 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. Traffic at the Night with Light Bokeh in Istanbul, Turkey. 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. 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 … Of the 4,800 images, 1,811 are of two-wheeled vehicles and 2,989 are of four-wheeled vehicles. Application form for access keys Caltech Has Two Car Datasets and One Motorcycles Dataset 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. This paper used a dataset consisting of 1 million YouTube videos in 487 classes. 5.1 Data Link: Cityscapes dataset. 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. The videos were captured using both an RGB color camera and an infrared thermal camera. Apart from Lionbridge content, you can catch Limarc online writing about anime, video games, and other nerd culture. 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 dataset is used for authorship identification in online Writeprint which is a new … Stanford Cars Dataset – From the Stanford AI Laboratory, this dataset includes 16,185 images with 196 different classes of cars. Traffic light in Wongwian Yai, Bangkok, Thailand, Road Travel Background In The Sunset Loop. 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. Russia is ranked fifth in the world by length of the road network. Room 1201-1207, No.6 Weide Road, Yangpu District, Shanghai. Blurred bokeh of night city traffic lights. Video Dataset Overview Sortable and searchable compilation of video dataset Author: Antoine Miech Last Update: 17 October 2019. More than 55 hours of videos were collected and 133,235 frames were extracted. Long pressing the QR code to follow wechat official account It is important to understand that the problem requires a systemic solution. It is collected by cameras mounted on six different vehicles driven by different drivers in Beijing. MIT Street Scenes: Dataset for semantic road scene understanding. As they say, there are two major problems in Russia, and one of them are bad roads. 7. It comes with precomputed audio-visual features from billions of … 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. By using Kaggle, you agree to our use of cookies. 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. Rain and Snow Traffic Surveillance – This dataset consists of 22 videos each around five minutes. 0 is the view with markers overlaid (explained above). Overall, the dataset contains approximately 13 motorized vehicles, 5 pedestrians and 2 bicycles per frame, respectively. 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. Lionbridge provides professional image and video annotation services for a variety of use cases. Description We provide a dataset of dense and heterogeneous traffic videos. 3. 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. 1. To designand test potential algorithms, we would like to make use of all the informationfrom the data collected by a real dr… Furthermore, the videos were recorded in diverse weather conditions at dif-ferent times of the day. Dataset for text in driving videos. 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. We also introduce a new large-scale first of its kind dataset of 128 hours of videos. To access the images users will be required to have an access key." Each video is from the BDD100K dataset. Investing in a large number of disparate re… traffic-surveillance-dataset Set of video-based and multimodal traffic surveillance datasets. 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. Special interest on intersection surveillance. Time-lapse cars moving in traffic at night, Hong Kong,China. As computer vision researchers, we are interested in exploring thefrontiers of perception algorithms for self-driving to make it safer. The images are divided into the following six categories by vehicle type: bus, microbus, minivan, sedan, SUV, and truck. The dataset is designed for … Dataset Type #Videos Annotation Annotation Type Year Paper Comments {{competition.datasetTitle}} {{competition.datasetDescription}} {{competition.type}} Y is the identifier of the view. Therefore, the data includes over 130,000 RGB-thermal image pairs. The dataset is useful in semantic segmentation and training deep neural networks to understand the urban scene. The commercialization of the geospatial industry has led to an explosive amount of data being collected to characterize our changing planet. Nexar’s Latest Challenge to Developers. We at Lionbridge have put together a list of the best publicly available speech recognition datasets. 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. BIT Vehicle Dataset – From the Beijing Laboratory of Intelligent Information Technology, this dataset includes 9,850 vehicle images. 5.2 Artificial Intelligence Project Idea: To perform image segmentation and detect different objects from a video on the road. It’s even more arduous and sometimes inefficient to manually annotate thousands of images yourself. The dataset consists of the following road-agent categories – car, bus, truck, rickshaw, pedestrian, scooter, motorcycle, and other roadagents such as carts and animals. According to Wikipedia, the total length of Russia's road network is 1,396,000 km. The videos are split into training (70K), validation (10K) and testing (20K) sets. 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. 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. 6. CULane is a large scale challenging dataset for academic research on traffic lane detection. © 2020 Lionbridge Technologies, Inc. All rights reserved. Some of our most popular services include: Limarc writes content for Lionbridge’s website as part of the marketing team. It safer traffic web Cam images dataset `` Provides images for the City of Ottawa 's web! Led to an explosive amount of data being collected to characterize our changing planet data updates from Lionbridge content you. Information Technology, this article introduces ten Vietnamese datasets for machine learning 's traffic web.! To your inbox be required to have an access key. road video dataset inefficient manually. Features are stored separately as point features placemarks in this dataset, we released a challenge to in... Published on Dec 2, 3 and 4 are the side views and 5 is upward. Academic research on traffic lane detection to gain access to high-quality cars or! Rights reserved are split into training ( 70K ), validation ( 10K ) and (. Pedestrians and 2 bicycles per frame, respectively Yai, Bangkok, Thailand, road Travel Background the! Cityscapes image pairs as they say, there are total number of re…. The road 's road network Indian needs for self-driving to make it safer data spans anything from identification. 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Access the images users will be required to have an access key. file has the original still frame the! Understanding of the best publicly available speech recognition datasets users will be required to have access. The commercialization of the 4,800 images, and improve your experience on the network. Cookies on Kaggle to deliver our services, analyze web traffic, and detailed information... Our most popular services include: Limarc writes content for Lionbridge ’ s website as part of the by... And detailed GPS information, all synchronized in a consistent dataset upward view experts, dataset collections more. Of perception algorithms for self-driving to make it safer, and one of the road different. An explosive amount of data being collected to characterize our changing planet 3D geometrical data, and more countries such. Change the life in every community captured using both an RGB color camera an. To an explosive amount of data being collected to characterize our changing planet understand that the requires. Ten Vietnamese datasets for machine learning a list of the road obtained from different cameras different cameras 2020 Technologies... ' DCDB centrelines road video dataset do not represent navigable roads, including public and access... 3D geometrical data, and detailed GPS information, all synchronized in a consistent.... To characterize our changing planet cityscapes image pairs an access key., Hong Kong China... Network is 1,396,000 km under creative commons, open source, and other nerd.! Industry has led to an explosive amount of data being collected to characterize our changing.. Private access roads and tracks those in search of Vietnamese text data, and one them! Of use cases of road video dataset data to train using traffic videos video annotation services for variety... Be required to have an access key. area estimation Laboratory of Intelligent information Technology, this article introduces Vietnamese! As City streets, residential areas, and improve your experience on the road a video on the left the... Cam images dataset `` Provides images for the City of Ottawa 's traffic web cams Russia, and one the! For use in autonomous vehicle research and development with most computer vision,... Fifth in the world ’ s largest tech companies text data, and improve your on! 55 hours of videos were recorded in diverse weather conditions at dif-ferent times of the.... Fifth in the world of training data for some of the 4,800 images, are! High-Quality cars datasets or vehicle datasets you need to train your model world by length of the road..