Awesome Satellite Benchmark Datasets

Annotated datasets have become one of the most crucial preconditions for the development and evaluation of machine learning-based methods designed for the automated interpretation of remote sensing data. In this study, we have reviewed the historic development of such datasets, discussed their features based on a few selected examples, and addressed open issues for future developments.

To the best of our knowledge, and to the best of our findings, until May 2021, the following graph displays more than 90% of the benchmark datasets in remote sensing and photogrammetry. This graph includes all the available datasets which are acquired using airborne/spaceborne imaging/radar sensors. (It DOES NOT include POINT CLOUD datasets). This list is going to be more complete in the future and we are still working on it.

Contributors

This study is a collaboration between Michael Schmitt, Ronny Hänsch and me.

Datasets

181 benchmark satellite datasets have been reviewed and their statistics is provided in the following table. The table includes a link to the datasets webpages, their volume, publication date, their specidied task and some other stats. The figures in the paper summarize these stats.

(For the high resolution scatter image please refer to the paper.)

Also, the following drawing simplifies the concept behind our "Size Measure" and "Volume Measure".

Paper

UPDATE (09 August 2023): Our review paper with a team of scientists around the world is published in IEEE GRSM. You can find it in this link. You can find more information at our IGARSS-2021 paper.

NOTICE: You can find each dataset's link on the most right column. Scroll the table to right! NOTICE: Finish the table. You'll find more AWESOME stuff!

Datasets table

Sample Image	Dataset Name	Year of publication	Number of images	Size of images	Size Measure	Task	Number of classes	Volume (MB)	link
	AID	2017	10000	600	3600000000	Class	30	2440	https://captain-whu.github.io/AID/
	AID++	2018	400000			Class	46
	Oil Storage Tanks	2019	10000	512	2621440000	OD		3000	https://www.kaggle.com/towardsentropy/oil-storage-tanks
	BigEarthNet	2019	590326	120	8500694400	Class		121000	http://bigearth.net/
	Brazilian Coffee Scene	2015	2876	64	11780096	Class	2	4.50	http://www.patreo.dcc.ufmg.br/2017/11/12/brazilian-coffee-scenes-dataset/
	BrazilDAM	2020	769	384	113393664	Class	2	57000	http://www.patreo.dcc.ufmg.br/2020/01/27/brazildam-dataset/
	Bridges Dataset	2019	500	3822	68232000000	OD	1	1450	http://www.patreo.dcc.ufmg.br/2019/07/10/bridge-dataset/
	Brazilian Cerrado-Savanna Scenes	2016	1311	64	5369856	Class	4	11	http://www.patreo.dcc.ufmg.br/2017/11/12/brazilian-cerrado-savanna-scenes-dataset/
	BH-Pools + BH-WaterTanks	2020	350	3000	3150000000	SemSeg	1	1900	http://www.patreo.dcc.ufmg.br/2020/07/29/bh-pools-watertanks-datasets/
	AiRound	2020	11753	300	1057770000	Class	11	33000	http://www.patreo.dcc.ufmg.br/2020/07/22/multi-view-datasets/
	CV-BrCT (Cross-View Brazilian Construction Type)	2020	24000	500	6000000000	Class	9	9200	http://www.patreo.dcc.ufmg.br/2020/07/22/multi-view-datasets/
	EuroSAT	2018	27000	64	110592000	Class	10	1920	https://github.com/phelber/EuroSAT#
	NWPU-RESISC45	2016	31500	256	2064384000	Class	45	404.7	https://github.com/tensorflow/datasets/blob/master/docs/catalog/resisc45.md
	NWPU-VHR10	2014	800	1000	800000000	OD	10	73	https://github.com/chaozhong2010/VHR-10_dataset_coco
	SSDD (RadarSat-2, TerraSAR-X, S-1)	2017	1160	500	290000000	OD	1
	Dataset for Ship Classification (DSCR)	2019	1951			Class			https://github.com/DYH666/DSCR
	SAR Ship Detection (GF-2, S-1)	2019	43819	256	2871721984	OD	1	407	https://github.com/CAESAR-Radi/SAR-Ship-Dataset
	AIR-SARShip-2.0 (GF-3)	2020	300	1000	300000000	OD	1	224	http://radars.ie.ac.cn/web/data/getData?dataType=SARDataset
	LS-SSDD (Large Scale)	2020	15	20000	5760000000	OD	1	7800	https://github.com/TianwenZhang0825/LS-SSDD-v1.0-OPEN
	HRSID (Ship Detection, S-1, TerraSAR-X)	2020	5604	800	3586560000	OD	1	581	https://github.com/chaozhong2010/HRSID
	High Resolution Semantic Change Detection (HRSCD)	2019	582	10000	58200000000	CD		5000	https://ieee-dataport.org/open-access/hrscd-high-resolution-semantic-change-detection-dataset ; https://rcdaudt.github.io/hrscd/
	HRSC2016 (Ship Detection)	2017	1061	1100	816970000	OD	26		http://www.escience.cn/people/liuzikun/DataSet.html%E2%80%9D
	Remote Sensing Object Detection (RSOD)	2017	946	1000	946000000	OD	4	309	https://github.com/RSIA-LIESMARS-WHU/RSOD-Dataset-
	PatternNet	2018	30400	256	1992294400	Class	38	1300	https://sites.google.com/view/zhouwx/dataset
	Bijie Landslide	2020	2773	200	110920000	Class	1	513	http://gpcv.whu.edu.cn/data/Bijie_pages.html
	RSC11	2016	1232	512	322961408	Class	11
	RSD46-WHU	2017	117000	256	7667712000	Class	46		https://pan.baidu.com/s/1mMDKUu02V0s8rXstewv26A
	RSI-CB256	2017	24000	256	1572864000	Class	35	2240	https://1drv.ms/u/s!Am218i8VSQEBaTyXDc-zA56zPv4
	RSI-CB128	2017	36000	128	589824000	Class	45	879	https://1drv.ms/u/s!Auv9HKTH1GC9jBbv-XzBFyMegqlL
	RSSCN7	2015	2800	400	448000000	Class	7	86	https://figshare.com/articles/dataset/RSSCN7_Image_dataset/7006946
	SAT-4	2015	500000	28	392000000	Class	4	1150	http://csc.lsu.edu/~saikat/deepsat/
	SAT-6	2015	405000	28	317520000	Class	6	1150	http://csc.lsu.edu/~saikat/deepsat/
	SemCity Toulouse	2020	16	3500	196000000	SemSeg		5200	http://rs.ipb.uni-bonn.de/data/
	SEN12MS	2019	180662	256	11839864832	Class/SemSeg		510000	https://mediatum.ub.tum.de/1474000
	SEN12MS-CR	2020	122218	256	8009678848	CR		272000	https://mediatum.ub.tum.de/1554803
	SIRI-WHU (Google + USGS)	2016	2400	200	96000000	Class	12	700	http://www.lmars.whu.edu.cn/prof_web/zhongyanfei/e-code.html
	SZTAKI AirChange	2012	13	800	7920640	OD	2	42	http://web.eee.sztaki.hu/remotesensing/airchange_benchmark.html
	Things And Stuff (TAS)	2008	30	792	18817920	OD	1	11	http://ai.stanford.edu/~gaheitz/Research/TAS/
	UC Merced	2010	2100	256	137625600	Class	21	317	http://weegee.vision.ucmerced.edu/datasets/landuse.html
	WHU-RS19	2012	1013	600	364680000	Class	19		http://captain.whu.edu.cn/datasets/WHU-RS19.zip
	SpaceNet-1 (Building Detection v1)	2016	9735	650	4113037500	SemSeg	1	31000	https://spacenet.ai/spacenet-buildings-dataset-v1/
	SpaceNet-2 (Building Detection v2)	2017	24586	650	10387585000	SemSeg	1	182200	https://spacenet.ai/spacenet-buildings-dataset-v2/
	SpaceNet-3 (Road Network Detection)	2017	3711	1300	6271590000	SemSeg	1	182200	https://spacenet.ai/spacenet-roads-dataset/
	SpaceNet-4 (Multi-View Overhead Imagery)	2018	60000	900	48600000000	OD		186000	https://spacenet.ai/off-nadir-building-detection/
	SpaceNet-5 (Road Network Extraction and Route Travel Time Est.)	2019	2369	1300	4003610000	SemSeg	1	84103	https://spacenet.ai/sn5-challenge/
	SpaceNet-6 (Multi-Sensor All Weather Mapping)	2020	3401	900	2754810000	SemSeg	1	368	https://spacenet.ai/sn6-challenge/
	SpaceNet-7 (Multi-Temporal Urban Development)	2020	1525	1024	1599078400	SemSeg	1	20582	https://spacenet.ai/sn7-challenge/
	Functional Map of the World	2018	523846		1.084E+12	Class	63	3500000	https://github.com/fMoW/dataset
	xView	2018	1413	3000	56000000000	Class	60	20000	https://challenge.xviewdataset.org/welcome
	xView2	2018	22068	1024	23139975168	CD	4	51000	https://xview2.org/
	LandCoverNet v1.0	2020	1980	256	129761280	Class	7	81900	https://registry.mlhub.earth/10.34911/rdnt.d2ce8i/
	Agriculture-Vision	2020	21061	512	5521014784	OD	6	4392.50	https://www.agriculture-vision.com/dataset#h.p_C89EwHgTp3-L
	INRIA Aerial Image Labeling	2017	360	1500	810000000	OD		19510	https://project.inria.fr/aerialimagelabeling/
	DeepGlobe (Road Detection)	2018	8570	1024	8986296320	Class	1	3840	https://www.kaggle.com/balraj98/deepglobe-road-extraction-dataset
	DeepGlobe (Building Detection)	2018	24586	650	10387585000	Class/SemSeg	1		https://competitions.codalab.org/competitions/18544
	DeepGlobe (LandCover Classification)	2018	1146	2448	6867638784	SemSeg	7	2750	https://competitions.codalab.org/competitions/18544
	Slovenia Land Cover	2019	940	500	235000000	Class	10	190000	http://eo-learn.sentinel-hub.com/ ; http://eo-learn.sentinel-hub.com.s3.eu-central-1.amazonaws.com/eopatches_slovenia_2017_full.zip
	AIST Building Change Detection	2017	16950	160	356100096	CD	1	18200	https://github.com/gistairc/ABCDdataset
	Onera Satellite Change Detection	2018	24	600	8640000	CD	2	489	https://rcdaudt.github.io/oscd/
	DSTL Feature Detection (3Band)	2016	450	3391	5174496450	OD	10	12870	https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection/data?select=three_band.zip
	DSTL Feature Detection (16Band)	2016	1350	3391	15523489350	OD	10	7300	https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection/data?select=three_band.zip
	Kaggle Planet Forest	2017	150000	256	9830400000	Class	12	33000	https://www.kaggle.com/c/planet-understanding-the-amazon-from-space/data
	DOTA v1.0	2018	2806	4000	44896000000	OD	15	18000	https://captain-whu.github.io/DOTA/index.html
	DOTA v1.5	2019	2806	4000	44896000000	OD	16	18000	https://captain-whu.github.io/DOTA/index.html
	DOTA v2.0	2020	11268	4000	1.80288E+11	OD	18	34280	https://captain-whu.github.io/DOTA/index.html
	iSAID	2020	2806	4000	44896000000	SemSeg	15	6544	https://captain-whu.github.io/iSAID/index.html
	DLR-SkyScapes	2019	16	4680	336420864	SemSeg	31		https://www.dlr.de/eoc/en/desktopdefault.aspx/tabid-12760/22294_read-58694
	VIVID - PETS2005		9283	640	2851737600	OD	1
	RarePlanes	2020	713348	512	1.87E+11	OD	110	318000	https://www.cosmiqworks.org/rareplanes-public-user-guide/
	Kaggle Airbus Ship Detection	2018	192556	768	1.13574E+11	OD		30000	https://www.kaggle.com/c/airbus-ship-detection
	DLR-ACD	2019	33	4458	636542478	OD	1		https://www.dlr.de/eoc/en/desktopdefault.aspx/tabid-12760/22294_read-58354
	STGAN Cloud Removal	2019	217190	256	14233763840	SemSeg	1	1500	https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/BSETKZ
	WHU Building Dataset	2018	25577	512	6704857088	OD	1	25000	http://gpcv.whu.edu.cn/data/building_dataset.html
	MtS-WH	2019	190	150	4275000	CD	1	459	http://sigma.whu.edu.cn/newspage.php?q=2019_03_26_ENG
	Synthetic & Real Dataset	2018	16000	256	1048576000	CD		2700	https://drive.google.com/file/d/1GX656JqqOyBi_Ef0w65kDGVto-nHrNs9/edit
	CloudCast	2020	70080	1229	99502387200	Other		328000	https://vision.eng.au.dk/cloudcast-dataset/
	SECOND	2020	4662	512	1222115328	CD	30	2200	http://www.captain-whu.com/project/SCD/
	LEVIR-CD	2020	637	1024	667942912	CD	1	2700	https://justchenhao.github.io/LEVIR/
	COWC	2016	388435	256	25456476160	OD	1	64000	https://gdo152.llnl.gov/cowc/
	Hurricane Wind Speed	2021	114634	366	15355912104	Other		1500	https://www.drivendata.org/competitions/72/predict-wind-speeds/page/274/
	Proba-V Super Resolution	2018	1160	384	171048960	SR		692	https://kelvins.esa.int/proba-v-super-resolution/data/
	SEN1-2	2018	282384	256	18506317824	SemSeg		43700	https://mediatum.ub.tum.de/1520883?show_id=1436631
	So2Sat LCZ42	2019	400673	32	410289152	Class		51800	https://mediatum.ub.tum.de/1454690
	Indian Pines	2015	1	145	21025	Class	16	6	http://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes
	DFC21-MSD	2021
	DFC21-DSE	2021
	DFC20	2020
	DFC19	2019
	DFC18 (Multi-sensor land use land cover classification)	2018					20
	DFC17 (Local Climate Zones Classification)	2017
	DFC 2007	2007	1	787	619369	SemSeg		19	http://www.grss-ieee.org/community/technical-committees/data-fusion/
	Salinas	2015	1	365	111104	Class	16	27	http://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes
	Botswana	2015	1	875	375000	Class	14	79	http://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes
	SanFrancisco	2015	1			Class
	Kennedy Space Center	2015	1	550	311100	Class	13	57	http://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes
	Pavia Center	2015	1	1096	1201216	Class	9	124	http://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes
	Pavia University	2015	1	610	372100	Class	9	33	http://www.ehu.eus/ccwintco/index.php/Hyperspectral_Remote_Sensing_Scenes
	ISPRS 2D - Potsdam	2011	38	6000	1368000000	SemSeg	6	16000	https://www2.isprs.org/commissions/comm2/wg4/benchmark/2d-sem-label-potsdam/
	ISPRS 2D - Vaihingen	2011	33	2200	156750000	SemSeg	6	17000	https://www2.isprs.org/commissions/comm2/wg4/benchmark/2d-sem-label-vaihingen/
	GTA Birds Eye View (Surrounding Vehicle Awareness)	2017	1000000	1920	1920000000	Other		350000	https://github.com/ndrplz/surround_vehicles_awareness
	Semantic Drone Dataset	2019	400	5000	9600000000	SemSeg	20	4000	https://www.tugraz.at/index.php?id=22387
	Kaggle Cloud Detection	2019	9244	1750	27177360000	Class	4	6000	https://www.kaggle.com/c/understanding_cloud_organization/data
	Vehicle Detection in Aerial Imagery (VEDAI)	2015	1250	1024	1310720000	Class	9	3990	https://downloads.greyc.fr/vedai/
	WAMI DIRSIG
	SEN-12-FLOOD								https://ieee-dataport.org/open-access/sen12-flood-sar-and-multispectral-dataset-flood-detection
	WHU Cloud Dataset	2020	859	512	225181696	OD/SemSeg	1	3650	http://gpcv.whu.edu.cn/data/WHU_Cloud_Dataset.html
	WHU MVS/Stereo Dataset	2020	1776	5376	51328843776	Other		98000	http://gpcv.whu.edu.cn/data/WHU_MVS_Stereo_dataset.html
	WHU Multi-View Dataset	2020	28400	768	8375500800	Other		12600	http://gpcv.whu.edu.cn/data/WHU_MVS_Stereo_dataset.html
	WHU Stereo Dataset	2020	21868	768	6449135616	Other		8600	http://gpcv.whu.edu.cn/data/WHU_MVS_Stereo_dataset.html
	Aerial Maritime Drone Dataset		508						https://public.roboflow.com/object-detection/aerial-maritime
	ERA (Event Recognition in Aerial videos)	2020	343680	640	1.40771E+11	Other		6300	https://lcmou.github.io/ERA_Dataset/
	AU-AIR	2020	32823	1920	68061772800	OD	8	2200	https://bozcani.github.io/auairdataset
	BIRDSAI	2020	162000	640	49766400000	OD		43200	https://sites.google.com/view/elizabethbondi/dataset
	38-Cloud	2018	17601	384	2595373056	OD/SemSeg		16000	https://www.kaggle.com/sorour/38cloud-cloud-segmentation-in-satellite-images
	95-Cloud	2020	34701	384	5116870656	OD/SemSeg		18000	https://www.kaggle.com/sorour/95cloud-cloud-segmentation-on-satellite-images/version/1
	MTARSI (Muti-type Aircraft of Remote Sensing Images)	2019	9385	256	615055360	OD	1	480	https://zenodo.figshare.com/articles/dataset/Muti-type_Aircraft_of_Remote_Sensing_Images_MTARSI/11587569
	FGSD (Fine-grained Ship Detection Dataset)	2020	4736	930	4096166400	OD	43		[email protected]
	SIMD (Satellite Imagery Multi-vehicles Dataset)	2020	5000	1024	3932160000	OD	15		https://vision.seecs.edu.pk/simd-project/
	FAIR1M (FinegrAined object recognItion in high-Resolution)	2020	15000	5000		OD	37
	Humpback Whale Identification Challenge	2018	25460	1050	16039800000	OD/Class		700	https://www.kaggle.com/c/whale-categorization-playground/rules
	NOAA Fisheries Steller Sea Lion Population Count	2017	950	4900	15361500000	OD/Class	4	96000	https://www.kaggle.com/c/noaa-fisheries-steller-sea-lion-population-count/data
	OVERHEAD MNIST	2020	1000	28	784000	Class	9	17.50	https://github.com/reveondivad/ov-mnist
	RSOC (Remote Sensing Object Counting)	2020	3057	2500	3621481392	OD/Class	4
	Olive tree		10	4000	120000000
	PlanesNet	2017	32000	20	12800000	OD		390	https://www.kaggle.com/rhammell/planesnet
	Iceberg Detection (Statoil/C-CORE Iceberg Classifier Challenge)	2018	10028	75	56407500	OD		290	https://www.kaggle.com/c/statoil-iceberg-classifier-challenge/data?select=train.json.7z
	NaSC-TG2	2021	20000	256	1310720000	Class	10		http://www.msadc.cn/jszc_xzq/
	SynthAer	2018	765	1280	705024000	SemSeg	8	1000	https://figshare.com/articles/dataset/SynthAer_-_a_synthetic_dataset_of_semantically_annotated_aerial_images/7083242/1
	Synthinel-1	2020	2108	572	689703872	SemSeg	1	1000	https://drive.google.com/open?id=1T2fO-VLfyQoQdy5C4at_uHkP0KBRZkit
	VALID	2020	6690	1024	7014973440	SemSeg/OD	30	15700	https://sites.google.com/view/valid-dataset
	Aerial Image Segmentation Dataset	2013	80	512	20971520	SemSeg		7	http://jiangyeyuan.com/ASD/Aerial%20Image%20Segmentation%20Dataset.html
	Aeroscapes	2018	3269	1280	3012710400	SemSeg	11	752	https://drive.google.com/file/d/1W7yQtrGUnPQ1fB2dPb5wPjrLrlQi395g/view?usp=sharing
	MLRSNet	2020	109161	256	7153975296	Class	46	1254	https://md-datasets-cache-zipfiles-prod.s3.eu-west-1.amazonaws.com/7j9bv9vwsx-1.zip
	Kaggle Satellite buildings semantic segmentation	2020	6038	256	395706368	SemSeg	1	878	https://www.kaggle.com/hyyyrwang/buildings-dataset
	Kaggle Satellite Images of Water Bodies	2020	2841	1000	2841000000	SemSeg	1	274	https://www.kaggle.com/franciscoescobar/satellite-images-of-water-bodies
	Kaggle Massachusetts Buildings Dataset	2020	151	1500	339750000	SemSeg	1	3000	https://www.kaggle.com/balraj98/massachusetts-buildings-dataset
	Kaggle Semantic segmentation of aerial imagery	2020	72	800	46080000	SemSeg	6	32	https://www.kaggle.com/humansintheloop/semantic-segmentation-of-aerial-imagery?select=Semantic+segmentation+dataset
	USTC_SmokeRS	2019	6225	256	407961600	Class	6	795	http://complex.ustc.edu.cn/2019/0802/c18202a389656/page.htm
	ALSAT-2B	2021	5518	256	192114688	SR		70	https://github.com/achrafdjerida/Alsat-2B
	ITCVD (Vehicle Detection)	2018	173	5616	3637550592	OD	1	1300	https://eostore.itc.utwente.nl:5001/fsdownload/zZYfgbB2X/ITCVD
	Zurich Summer Dataset	2015	20	1000	20000000	SemSeg		132	https://sites.google.com/site/michelevolpiresearch/data/zurich-dataset
	ISPRS Aerial Image Segmentation Dataset	2017	21	2500	131250000	SemSeg		23800	https://zenodo.org/record/1154821#.YIsmuY4zYdV
	EvLab-SS Dataset	2017	60	4500	1215000000	SemSeg	11		http://earthvisionlab.whu.edu.cn/zm/SemanticSegmentation
	Gaofen Image Dataset (GID)	2018	150	7200	7344000000	Class	15	47000	https://x-ytong.github.io/project/GID.html
	CrowdAI Mapping Challenge	2018	401755	300	36157950000	SemSeg	1	5335	https://www.aicrowd.com/challenges/mapping-challenge#datasets
	Aerial Imagery for Roof Segmentation (AIRS)	2019	1047	10000	1.047E+11	SemSeg	1	17600	https://www.airs-dataset.com/
	Massachusetts Roads Dataset	2013	1171	1500	2634750000	OD		7552	https://www.cs.toronto.edu/~vmnih/data/
	built-structure-count dataset	2019	5364	512	1406140416	OD		2000	http://im.itu.edu.pk/deepcount/
	OpenSARShip		11346
	MAritime SATellite Imagery dataset (MASATI)	2018	7389	512	1936982016	Class	7	2300	https://www.iuii.ua.es/datasets/masati/
	VisDrone	2020	275437	1400	4.24173E+11	OD		85000	http://aiskyeye.com/
	SatStereo	2019	144					127000	https://engineering.purdue.edu/RVL/Database/SatStereo/index.html
	Satellite Pose Estimation	2020	15300	1920	35251200000	Other		4600	https://kelvins.esa.int/
	Kaggle Satellite Images of Hurricane Damage	2019	16000	128	262144000	Class		64	https://www.kaggle.com/kmader/satellite-images-of-hurricane-damage
	MidAir	2019	420000	1024	4.40402E+11	Other		1000000	https://midair.ulg.ac.be/
	QXS-SAROPT	2021	40000	256	2621440000	Other		2700	https://github.com/yaoxu008/QXS-SAROPT
	oriEnted object detection using Aerial imaGery in real-worLd scEnarios (EAGLE)	2020	8820	936	7727166720	OD
	Parking Lot Database (PKLot)	2015	12417	1280	11443507200	OD	1	4600	http://web.inf.ufpr.br/vri/databases/parking-lot-database/
	Car Parking Lot Dataset (CARPK)	2016	1448	1280	1334476800	OD	1	2000	https://lafi.github.io/LPN/
	Kaggle Find a Car Park	2019	3262	1296	4109180544	Class	2	2750	https://www.kaggle.com/daggysheep/find-a-car-park
	LEarning, VIsion and Remote (LEVIR)	2016	21952	800	10536960000	OD	3
	AeroRIT	2019	1	3900	7842675	SemSeg		1800	https://drive.google.com/drive/folders/1yCMqa9uDC_CEGtbnxeWEQCTb-odC2r4c
	RIT-18	2018	1	9300	52080000	SemSeg		1500	https://github.com/rmkemker/RIT-18
	UAVid	2020	420	4000	3628800000	SemSeg		5880	https://uavid.nl/
	Aerial Change Detection in Video Games (AICD)	2018	1000	800	480000000	CD		1700	https://www.kaggle.com/kmader/aerial-change-detection-in-video-games
	Sentinel-2 Cloud Mask Catalogue	2020	513	1022	535820292	SemSeg/Class		15380	https://zenodo.org/record/4172871#.YIvbA44zbIV
	LandCoverAI	2020	41	9000	2979420000	SemSeg		1400	https://landcover.ai.linuxpolska.com/
	Sentinel-2 Cloud Detection (ALCD)	2019	38	1830	127258200	OD		234	https://zenodo.org/record/1460961#.YIvbAI4zbIV
	SPARCS	2016	80	1000	80000000	Other		1400	https://www.usgs.gov/core-science-systems/nli/landsat/spatial-procedures-automated-removal-cloud-and-shadow-sparcs
	Sentinel-2 Multitemporal Cities Pairs	2020	1520	600	547200000	CD		10600	https://zenodo.org/record/4280482#.YIvbH44zbIV
	Hi-UCD	2020	1293	1024	1355808768	CD
	GTA-V SID	2020	121	500	30250000	SemSeg		100	https://github.com/jiupinjia/gtav-sattellite-imagery-dataset
	transmission towers and power lines (TTPLA)	2020	1100	3840	9123840000	SemSeg		4200	https://github.com/r3ab/ttpla_dataset
	AerialLanes18	2018	20	5616	420526080	SemSeg
	WHU-Hi	2020	3	1217	1035251	SemSeg		817	http://rsidea.whu.edu.cn/resource_WHUHi_sharing.htm
	MOR-UAV	2020	10948	1080	12769747200	SemSeg			https://visionintelligence.github.io/Datasets.html
	Sentinel-2 Cloud Detection (WHUS2-CD+)	2021	36	10980	4340174000	CD		27800	https://github.com/Neooolee/WHUS2-CD
	CDD (season-varying)	2018	10000	256		CD		2700	https://drive.google.com/file/d/1GX656JqqOyBi_Ef0w65kDGVto-nHrNs9

Contribution

Any contribution in expanding this list are welcomed. You can introduce your own benchmark datasets, or other published ones to be added to this list.

Citation

In case you use this information in your studies, please consider citing

@article{schmitt2021there,
  title={There is no data like more data--current status of machine learning datasets in remote sensing},
  author={Schmitt, Michael and Ahmadi, Seyed Ali and H{\"a}nsch, Ronny},
  journal={arXiv preprint arXiv:2105.11726},
  year={2021}
}

References and related links (Awesome of Awesomes)

Here I acknowledge some useful lists and pages which can enrich your mind about Earth Observation and make us closer.

🛰️ List of satellite image training datasets with annotations for computer vision and deep learning

🌟 WOW! Take a look at Robin's awesome page. Almost everything for deep learning in remote sensing.

A curated list of awesome tools, tutorials, code, helpful projects, links, stuff about Earth Observation and Geospatial stuff!

A curated list of awesome tools, tutorials and APIs related to data from the Copernicus Sentinel Satellites.

Remote Sensing is very exciting.

Long list of geospatial analysis tools.

List of 500+ geospatial companies & interactive map.

List of datasets, codes, and contests related to remote sensing change detection.

Zhang Bin's list of data.

The Top 112 Super Resolution Open Source Projects.

Super Resolution Methods 1, 2, 3, 4, 5

Kaggle datasets