Smart City Gnosys

Smart city article details

Title Multi-Object Urban Dataset: A Resource For Detecting Pedestrians, Traffic And Motorbikes
ID_Doc 38291
Authors Patil K.; Gatagat D.; Rumane O.; Pashankar S.; chumchu P.
Year 2024
Published Data in Brief, 57
DOI http://dx.doi.org/10.1016/j.dib.2024.110887
Abstract This article describes a dataset comprising 16,426 real-world urban photographs, capturing vehicles, cyclists, motorbikes, and pedestrians across Morning, Evening, and Night scenes. The dataset is valuable for machine learning tasks in traffic analysis, urban planning, and public safety. It enables the development and validation of algorithms for pedestrian detection, traffic flow analysis, and infrastructure optimization. Our main goal is to assist academics, urban planners, and decision-makers in creating sophisticated models for pedestrian safety, traffic control, and accident avoidance. This dataset is a useful resource for training and verifying algorithms targeted at boosting real-time traffic monitoring systems, optimizing urban infrastructure, and raising overall road safety because of its high variability and significant volume. This dataset represents a major advancement for smart city projects and the creation of intelligent transportation systems. © 2024 The Author(s)
Author Keywords Bicycles; Machine learning; Motorbikes; Object detection; Pedestrians; Public safety; Traffic analysis; Urban dataset


Similar Articles


Id Similarity Authors Title Published
12041 View0.907Adewopo V.; Elsayed N.; Elsayed Z.; Ozer M.; Zekios C.L.; Abdelgawad A.; Bayoumi M.Big Data And Deep Learning In Smart Cities: A Comprehensive Dataset For Ai-Driven Traffic Accident Detection And Computer Vision Systems2024 IEEE 3rd International Conference on Computing and Machine Intelligence, ICMI 2024 - Proceedings (2024)
12042 View0.907Adewopo V.; Elsayed N.; Elsayed Z.; Ozer M.; Zekios C.L.; Abdelgawad A.; Bayoumi M.Big Data And Deep Learning In Smart Cities: A Comprehensive Dataset For Ai-Driven Traffic Accident Detection And Computer Vision SystemsConference Proceedings - IEEE SOUTHEASTCON (2024)
53206 View0.888Piadyk Y.; Rulff J.; Brewer E.; Hosseini M.; Ozbay K.; Sankaradas M.; Chakradhar S.; Silva C.Streetaware: A High-Resolution Synchronized Multimodal Urban Scene DatasetSensors, 23, 7 (2023)
50572 View0.883Adewopo V.A.; Elsayed N.Smart City Transportation: Deep Learning Ensemble Approach For Traffic Accident DetectionIEEE Access, 12 (2024)
26125 View0.882Perafan-Villota J.C.; Mondragon O.H.; Mayor-Toro W.M.Fast And Precise: Parallel Processing Of Vehicle Traffic Videos Using Big Data AnalyticsIEEE Transactions on Intelligent Transportation Systems, 23, 8 (2022)
50553 View0.881Duan Z.; Yang Z.; Samoilenko R.; Oza D.S.; Jagadeesan A.; Sun M.; Ye H.; Xiong Z.; Zussman G.; Kostic Z.Smart City Traffic Intersection: Impact Of Video Quality And Scene Complexity On Precision And Inference2021 IEEE 23rd International Conference on High Performance Computing and Communications, 7th International Conference on Data Science and Systems, 19th International Conference on Smart City and 7th International Conference on Dependability in Sensor, Cloud and Big Data Systems and Applications, HPCC-DSS-SmartCity-DependSys 2021 (2022)
11265 View0.872Sudhakaran P.; Koushik C.R.; George J.G.Automated Traffic Control For Sustainable Urban Mobility3rd International Conference on Automation, Computing and Renewable Systems, ICACRS 2024 - Proceedings (2024)
44480 View0.871Srikanth M.; Krishna N.S.V.S.S.J.; Krishna S.J.S.; Irfan S.; Venkat T.G.Real-Time Vehicle Detection And Road Condition Prediction For Smart Urban AreasProceedings of the 4th International Conference on Ubiquitous Computing and Intelligent Information Systems, ICUIS 2024 (2024)
35056 View0.871Mahmud S.; Day C.M.Leveraging Data-Driven Traffic Management In Smart Cities: Datasets For Highway Traffic MonitoringThe Rise of Smart Cities: Advanced Structural Sensing and Monitoring Systems (2022)
47194 View0.869Almeida A.; Fonseca J.; Rasinhas P.; Costa C.; Paiva D.; Silva G.; Rito P.; Sargento S.Safe Roads: Traffic Management And Road Safety Platform For Smart Cities2023 IEEE World Forum on Internet of Things: The Blue Planet: A Marriage of Sea and Space, WF-IoT 2023 (2023)