README-cn.md

Awesome SLAM Datasets Chinese

复杂城市的缩略图来自 NCLT, Oxford robotcar, KiTTi, Cityscapes 数据集.

此 GitHub Repo 是 SLAM 相关数据集的整合。我们整理出了提供姿位姿和地图信息的各种SLAM数据集。 在本 Repo 中，整个数据集图表表示为简化版本。 您可以在 awesome-slam-datasets 中查看完整版表格（需要科学上网）。我们并对数据集进行了不同分类。

类别

• 评估工具

  • Evaluation Methods of SLAM

• 主题

  • 里程计: Dataset for odometry Benchmark
  • 建图: Dataset for mapping task
  • 多样场景: Dataset gives correspondences of places (images)
  • 定位: Dataset for metric-level localization
  • 感知: Dataset with semantic labels / correspondences

• 特点

  • 大规模: City-scale map, kilometer level Map
  • 长时间: Multi-session, long-term data collection
  • 复杂地图: Variation of mapping structures
  • 极端情况: Extreme environment, motions

• 载体平台

  • 汽车: Commercial Vehicle (Four-wheeled on the road)
  • 移动机器人: Mobile Robots (Ex. Husky, Rover.. )
  • 无人机: Unmanned aerial robots include drone.
  • 水下自主航行器: Underwater robots include ROV for simplicity.
  • 水面无人艇: Water surface vehicle such as canoe and boat.
  • 手持设备: Hand-held platform by human

• 环境

  • 城市: City, campus, town, and infrastructures
  • 室内: Indoor environment
  • 地形: Rough terrain, underground, lake and farm
  • 水下: Underwater floor, cave

数据集表格总览 (简版)

点击查看完整版链接

名称	机构	年份	载体平台	出版来源	环境	是否有 GT-Pose	GT-Map	IMU	GPS	标签	Lidar	Camera	RGBD	事件相机	Radar	声呐	多普勒速度记录	其他
Collaborative SLAM Dataset (CSD)	Oxford	2018	Hand	TVCG/ISMAR	Indoor	O	O	O				O	O					Tango (Asus ZenFone AR)
ADVIO Dataset	Aalto U	2018	Hand	ECCV	Urban	O	O	O				O						iPhone, Tango, Pixel
DeepIO Dataset	Oxford	2018	Hand	Arxiv	Indoor	O		O
Aqualoc Dataset	ONERA-DTIS	2018	ROV	IROS WS	Underwater	O		O				O						Pressure Sensor
Rosario Dataset	CONICET-UNR	2018	Mob	IJRR (Under Review)	Terrain	O		O				O						Encoder
InteriorNet	Imperial College	2018	Hand	BMVC	Indoor	O	O	O		O		O	O	O				Texture, Lighting, Context, Optical Flow
SPO Dataset	TUM, Karlsruhe	2018	Hand	Arxiv	Urban	O						O						Plenoptic Camera
Complex Urban	KAIST-IRAP	2018	Veh	ICRA	Urban	O	O	O	O		O							Encoder
KAIST Day/Night	KAIST-RCV	2018	Veh	T-ITS	Urban	O		O	O	O	O	O						Thermal Camera
TUM-Visual-Inertial	TUM	2018	Hand	Arxiv	Indoor, Urban			O					O		O
Multi Vech Event	Upenn	2018	Veh	RA-L	Urban	O		O	O		O	O		O
VI Canoe	UIUC	2018	USV	IJRR	Terrain	O		O	O			O
MPO-Japan	ETH-RPG	2017	UAV / Hand	IJRR	Indoor	O		O				O		O
Underwater Cave	UDG	2017	AUV	IJRR	Underwater	O		O				O				O	O	Profiling Sonar
Robot @ Home	MRPT	2017	Mob	IJRR	Indoor	O	O			O	O		O					Semantic Labels
Zurich Urban MAV	ETH-RPG	2017	UAV	IJRR	Urban	O		O	O			O						Streetview images
Chilean Underground	Trimble	2017	Mob	IJRR	Terrain (Underground)	O					O	O			O			Encoder
SceneNet RGB-D	Imperial	2017	Hand	ICCV	Indoor	O				O			O
Symphony Lake	Georgia Tech	2017	USV	IJRR	Terrain (Lake)			O	O		O	O						PTZ camera, Longterm
Agricultural robot	Bonn	2017	Mob	IJRR	Terrain	O			O	O	O	O	O					Multispectral camera
Beach Rover	TEC-MMA	2017	Mob		Terrain	O		O	O		O	O	O					Encoder
EuRoC	ETH-ASL	2016	UAV	IJRR	Indoor	O	O	O				O
Cartographer	Google	2016	Hand	ICRA	Indoor			O			O	O
TUM-Mono	TUM	2016	Hand	Arxiv	Indoor, Urban										O			Photometric Calibration
Cityscape	Daimler AG	2016	Veh	CVPR	Urban	O			O	O		O
Solar-UAV	ETHZ	2016	UAV	CVPR	Terrain	O	O	O	O		O
CoRBS	DFKI	2016	Hand	WACV	Indoor	O	O						O
Oxford-robotcar	Oxford	2016	Veh	IJRR	Urban	O		O	O		O	O
NCLT	UMich	2016	Mob	IJRR	Urban	O		O	O		O							FOG
RPG-event	Kyushu U	2016	Veh	IROS	Urban, Terrain			O	O		O	O						FARO 3D
CCSAD	CIMAT	2015	Veh	CAIP	Urban			O	O			O
TUM-Omni	TUM	2015	Hand	IROS	Indoor, Urban							O
Augmented ICL-NUIM	Redwood	2015	Hand	CVPR	Indoor	O	O						O
Cambridge Landmark	Cambridge	2015	Hand	ICCV	Urban	O	O					O
ICL-NUIM	Imperial	2014	Hand	ICRA	Indoor	O	O						O
MRPT-Malaga	MRPT	2014	Veh	AR	Urban			O	O		O	O
KITTI	KIT	2013	Veh	IJRR	Urban	O		O	O	O	O	O
Canadian Planetary	UToronto	2013	Mob	IJRR	Terrain	O		O	O		O (sensor)	O
Microsoft 7 scenes	Microsoft	2013	Hand	CVPR	Indoor	O	O					O
SeqSLAM	QUT	2012	Veh	ICRA	Urban					O		O
ETH-challenging	ETH-ASL	2012	Hand	IJRR	Urban, Terrain			O	O		O	O	O
TUM-RGBD	TUM	2012	Hand / Mob	IROS	Indoor	O		O					O
ASRL-Kagara-airborne	UToronto	2012	UAV	FSR	Terrain			O	O			O
Devon Island Rover	UToronto	2012	Mob	IJRR	Terrain	O			O			O						Sunsensor, Inclinometer
ACFR Marine	ACFR	2012	AUV		Underwater	O		O		O		O				O
UTIAS Multi-Robot	UT-IAS	2011	Mob	IJRR	Urban	O				O
Ford Campus	UMich	2011	Veh	IJRR	Urban	O		O	O		O	O
San francisco	Stanford	2011	Veh	CVPR	Urban	O		O	O	O		O						DMI
Annotated-laser	NTU	2011	Veh	IJRR	Urban	O				O	O	O
MIT-DARPA	MIT	2010	Veh	IJRR	Urban	O		O	O	O	O	O
St Lucia Stereo	UToronto	2010	Veh	ACRA	Urban			O	O			O
St Lucia Multiple Times	QUT	2010	Veh	ICRA	Urban				O			O
Marulan	ACFR	2010	Mob	IJRR	Terrain	O		O	O		O	O			O			IR
COLD	KTH	2009	Hand	IJRR	Indoor	O				O	O	O
NewCollege	Oxford-Robot	2009	Mob	IJRR	Urban	O			O		O	O
Rawseeds-indoor	Milano	2009	Mob	IROSW	Indoor	O	O	O			O	O				O
Rawseeds-outdoor	Milano	2009	Mob	IROSW	Urban	O	O	O	O		O	O				O
FABMAP	Oxford-Robot	2008	Veh	IJRR	Urban				O			O

评估工具

Evaluation methods for SLAM benchmarks

• Trajectory Evaluation with Alignment [Paper], [Code]
• Python package for the evaluation of odometry and SLAM [Code]
• SLAMBench2.0: SLAM performance evaluation framework [Code]

按主题分类

里程计

Dataset for odometry Benchmark

• TUM-Visual-Inertial
• Visual-Inertial Canoe Dataset
• Multi Vehicle Stereo Event Camera Dataset
• Zurich Urban Micro Aerial Vehicle Dataset
• EuRoC MAV Dataset
• TUM Monocular Cameras Dataset
• Event-Camera Dataset and Simulator
• TUM Omnidirectional Cameras Dataset
• ICL-NUIM RGBD Dataset
• TUM RGB-D SLAM Dataset and Benchmark
• Google Cartographer
• ADVIO Dataset
• Deep Inertial Odometry Dataset
• Aqualoc Underwater Dataset
• Rosario Agricultural Dataset
• Stereo Plenoptic Odometry Dataset

建图

Dataset for mapping task

• Collaborative SLAM Dataset (CSD)
• Complex Urban
• Multi-modal Panoramic 3D Outdoor Dataset (MPO)
• Underwater Caves SONAR and Vision Dataset
• Chilean Underground Mine Dataset
• Oxford Robotcar Dataset
• University of Michigan North Campus Long-Term (NCLT) Vision and LIDAR Dataset
• Málaga Stereo and Laser Urban Data Set
• KITTI Vision Benchmark Suite
• Challenging data sets for point cloud registration algorithms
• ACFR Marine Robotics Dataset
• Ford Campus Vision and Lidar Dataset
• InteriorNet

多样场景

Dataset gives correspondences of places (images)

• Visual-Inertial Canoe Dataset
• Symphony Lake Dataset
• Alderley Day/Night Dataset
• St Lucia Multiple Times of Day
• New College Vision and Laser Data Set
• FABMAP Dataset

定位

Dataset for metric-level localization

• Cambridge Landmark Dataset
• KITTI Vision Benchmark Suite
• Microsoft 7 scenes
• San Francisco Landmark Dataset

感知

Dataset with semantic labels / correspondences

• KAIST Day/Night Dataset
• Robot @ Home Dataset
• SceneNet RBG-D Dataset
• Sugar Beets 2016, Agricultural Robot Dataset
• CityScapes Dataset
• KITTI Vision Benchmark Suite
• Multi-Sensor Perception (Marulan) Dataset
• InteriorNet

按特点分类

大规模

City-scale map, kilometer level Map

• Complex Urban
• Multi Vehicle Stereo Event Camera Dataset
• Multi-modal Panoramic 3D Outdoor Dataset (MPO)
• CityScapes Dataset
• Solar-powered UAV Sensing and Mapping Dataset
• Oxford Robotcar Dataset
• CCSAD (Stereo Urban) Dattaset
• Málaga Stereo and Laser Urban Data Set
• KITTI Vision Benchmark Suite
• Kagaru Airborne Stereo Dataset Dataset
• ACFR Marine Robotics Dataset

长时间

Multi-session, long-term data collection

• KAIST Day/Night Dataset
• Visual-Inertial Canoe Dataset
• Symphony Lake Dataset
• Oxford Robotcar Dataset
• University of Michigan North Campus Long-Term (NCLT) Vision and LIDAR Dataset
• Alderley Day/Night Dataset
• St Lucia Multiple Times of Day

复杂地图

Variation of mapping structures

• Complex Urban
• Multi Vehicle Stereo Event Camera Dataset
• Multi-modal Panoramic 3D Outdoor Dataset (MPO)
• Málaga Stereo and Laser Urban Data Set
• KITTI Vision Benchmark Suite
• Challenging data sets for point cloud registration - algorithms

极端情况

Extreme environment, motions

• Underwater Caves SONAR and Vision Dataset: Underwater Environment
• Chilean Underground Mine Dataset: Underground Environment
• CityScapes Dataset: Foggy Scene
• EuRoC MAV Dataset: Fast motion
• Multi-Sensor Perception (Marulan) Dataset : Smoky, dust, and Rain condition

按载体平台分类

汽车

Commercial Vehicle (Four-wheeled on the road)

• Complex Urban Dataset
• Multi Vehicle Stereo Event Camera Dataset
• KAIST Day/Night Dataset
• Multi-modal Panoramic 3D Outdoor Dataset (MPO)
• Oxford Robotcar Dataset
• CityScapes Dataset
• CCSAD (Stereo Urban) Dattaset
• Málaga Stereo and Laser Urban Data Set
• KITTI Vision Benchmark Suite
• Day and Night with Lateral Pose Change Dataset
• Alderley Day/Night Dataset
• Annotated-laser Dataset (Link Broken)
• San Francisco Landmark Dataset
• Ford Campus Vision and Lidar Dataset
• St Lucia Stereo Vehicular Dataset
• St Lucia Multiple Times of Day
• MIT DARPA Urban Challenge Dataset
• FABMAP Dataset

移动机器人

Mobile Robots (Ex. Husky, Rover.. )

• Rosario Dataset
• Sugar Beets 2016, Agricultural Robot Dataset
• Chilean Underground Mine Dataset
• Katwijk Beach Planetary Rover Dataset
• Robot @ Home Dataset
• University of Michigan North Campus Long-Term (NCLT) Vision and LIDAR Dataset
• Rawseeds In/Outdoor Dataset
• Canadian Planetary Emulation Terrain 3D Mapping Dataset
• Devon Island Rover Navigation Dataset
• Multi-Robot Cooperative Localization and Mapping Dataset
• Multi-Sensor Perception (Marulan) Dataset
• TUM RGB-D SLAM Dataset and Benchmark
• New College Vision and Laser Data Set

无人机

Unmanned aerial robots include drone

• Zurich Urban Micro Aerial Vehicle Dataset
• Event-Camera Dataset and Simulator
• Solar-powered UAV Sensing and Mapping Dataset
• EuRoC MAV Dataset
• Kagaru Airborne Stereo Dataset Dataset

水下自主航行器

Underwater robots include ROV for simplicity

• Aqualoc Underwater Dataset
• Underwater Caves SONAR and Vision Dataset
• ACFR Marine Robotics Dataset

水面无人艇

Water surface vehicle such as canoe and boat

• Visual-Inertial Canoe Dataset
• Symphony Lake Dataset

手持设备

Hand-held platform by human

• Collaborative SLAM Dataset (CSD)
• SceneNet RBG-D Dataset
• Event-Camera Dataset and Simulator
• Comprehensive RGB-D Benchmark (CoRBS)
• Augmented ICL-NUIM Reconstruction Dataset
• ICL-NUIM RGBD Dataset
• Challenging data sets for point cloud registration algorithms
• Cosy Localization Database (COLD)
• ADVIO Dataset
• Deep Inertial Odometry Dataset
• InteriorNet
• Stereo Plenoptic Dataset

按环境分类

城市

City, campus, town, and infrastructures

• ADVIO Dataset
• Stereo Plenoptic Dataset
• KAIST Day/Night Dataset
• TUM-Visual-Inertial
• Complex Urban
• Multi Vehicle Stereo Event Camera Dataset
• Zurich Urban Micro Aerial Vehicle Dataset
• TUM Monocular Cameras Dataset
• CityScapes Dataset
• Oxford Robotcar Dataset
• University of Michigan North Campus Long-Term (NCLT) Vision and LIDAR Dataset
• Event-Camera Dataset and Simulator
• CCSAD (Stereo Urban) Dattaset
• TUM Omnidirectional Cameras Dataset
• Cambridge Landmark Dataset
• Málaga Stereo and Laser Urban Data Set
• KITTI Vision Benchmark Suite
• Alderley Day/Night Dataset
• Challenging data sets for point cloud registration algorithms
• Multi-Robot Cooperative Localization and Mapping Dataset
• Ford Campus Vision and Lidar Dataset
• San Francisco Landmark Dataset
• Annotated-laser Dataset (Link Broken)
• MIT DARPA Urban Challenge Dataset
• St Lucia Stereo Vehicular Dataset
• St Lucia Multiple Times of Day
• New College Vision and Laser Data Set
• Rawseeds In/Outdoor Dataset
• FABMAP Dataset

室内

Indoor environment

• Collaborative SLAM Dataset (CSD)
• InteriorNet
• TUM-Visual-Inertial
• Multi-modal Panoramic 3D Outdoor Dataset (MPO)
• Robot @ Home Dataset
• SceneNet RBG-D Dataset
• EuRoC MAV Dataset
• TUM Monocular Cameras Dataset
• Comprehensive RGB-D Benchmark (CoRBS)
• TUM Omnidirectional Cameras Dataset
• Augmented ICL-NUIM Reconstruction Dataset
• ICL-NUIM RGBD Dataset
• Microsoft 7 scenes
• TUM RGB-D SLAM Dataset and Benchmark
• Cosy Localization Database (COLD)
• Rawseeds In/Outdoor Dataset
• Google Cartographer

地形

Rough terrain, underground, lake and farm

• Rosario Agricultural Dataset
• Visual-Inertial Canoe Dataset
• Chilean Underground Mine Dataset
• Symphony Lake Dataset
• Sugar Beets 2016, Agricultural Robot Dataset
• Katwijk Beach Planetary Rover Dataset
• Solar-powered UAV Sensing and Mapping Dataset
• Event-Camera Dataset and Simulator
• Canadian Planetary Emulation Terrain 3D Mapping Dataset
• Challenging data sets for point cloud registration - algorithms
• Kagaru Airborne Stereo Dataset Dataset
• Devon Island Rover Navigation Dataset
• Multi-Sensor Perception (Marulan) Dataset

水下

Underwater floor, cave

• Aqualoc Underwater Dataset
• Underwater Caves SONAR and Vision Dataset
• ACFR Marine Robotics Dataset

Contributing

Please Feel free to send a pull request to modify the list or add datasets.

License

To the extent possible under law, Younggun Cho has waived all copyright and related or neighboring rights to this work.

Authorized Translation by Yvon-Shong