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Datasets for Autonomous Systems and Robotics

Published on: Dec 20, 2018    Latest update: Dec 20, 2022

  • Apollo Scape
  • Agarwal etc. al (2020): Ford Multi-AV Seasonal Dataset. arXiv:2003.07969, Ford AV Datasets

  • Behley et al. (2019): SemanticKITTI: A Dataset for Semantic Scene Understanding of LiDAR Sequences. arXiv:1904.01416
  • Bosch Small Traffic Lights Dataset
    • Object detection dataset for traffic lights in road recordings
  • Braun et al. (2019): The EuroCity Persons Dataset. link

  • Caesar et al. (2019): nuScenes: A multimodal dataset for autonomous driving. arXiv:1903.11027; nuScenes includes RADAR data as well
  • CARLA Imitation learning
  • Change et al. (2019): Argoverse: 3D Tracking and Forecasting with Rich Maps. CVPR 2019.PDF.
  • Chen et al. (2016): Anticipating Accidents in Dashcam Videos. ACCV 2016 Oral.
  • Chilean Underground Mine Dataset
  • Cityscapes

  • Déziel et al. (2021): PixSet : An Opportunity for 3D Computer Vision to Go Beyond Point Clouds With a Full-Waveform LiDAR Dataset. arXiv: 2102.12010, Leddar PixSet

  • Geyer et al. (2020): A2D2: Audi Autonomous Driving Dataset. arXiv: 2004.06320; A2D2

  • Kesten et al. (2019): Lyft Level 5 AV Dataset 2019
  • KITTI Vision Benchmark Suite

  • Maddern et al. (2016): 1 Year, 1000km: The Oxford RobotCar Dataset. The International Journal of Robotics Research (IJRR), 2016. pdf
  • Mallios et al. (2017): Underwater caves sonar and vision data set. The International Journal of Robotics Research, 2017 (36), 1247-1251. doi: 10.1177/0278364917732838
  • Mapillary Vistas

  • PandaSet by Hesai and Scale AI

  • Schafer et al. (2018): A Commute in Data: The comma2k19 Dataset. arXiv:1812.05752; comma2k19

  • Udacity Self-Driving Car Dataset; relabeled on roboflow

  • Waymo dataset

  • Yu et al. (2018): BDD100K: A Diverse Driving Video Database with Scalable Annotation Tooling. arXiv:1805.04687; Berkeley DeepDrive

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