深度學習中的遙感影像數據集~持續更新

收集網絡上公開的數據集,歡迎補充

Ref:

https://blog.csdn.net/flopf1016821/article/details/79052322

https://blog.csdn.net/weixin_36670529/article/details/84580431?depth_1-utm_source=distribute.pc_relevant.none-task&utm_source=distribute.pc_relevant.none-task

https://blog.csdn.net/dangdangliu/article/details/104323166

 

目錄

場景分類

1)UC Merced Land-Use Data Set

2)WHU-RS19

3)AID

4)SIRI-WHU Data Set

5)RSSCN7 Data Set

6)NWPU-RESISC45 dataset

7)BigEarthNet

8)RSI-CB128

9)RSI-CB256

10)EuroSAT

11)PatternNet

12)SAT-4

13)SAT-6

目標檢測

1)DOTA-v1.0 Dataset 

2)TGRS-HRRSD-Dataset

3)NWPU VHR-10 dataset

4)DIOR dataset

5)xView

6)RSOD-Dataset

7)UCAS-AOD

8)OIRDS

語義分割

1)GID Dataset

2)DLRSD

3)INRIA aerial image dataset

變化檢測

1)MtS-WH

2)SZTAKI AirChange Benchmark Set

3)AIST Building Change Detection

目標跟蹤

1)Dataset-UAV-123

 


 

場景分類

1)UC Merced Land-Use Data Set

Size:256*256;

Num:21classes*100=2100pic

http://weegee.vision.ucmerced.edu/datasets/landuse.html

2)WHU-RS19

Size:600*600;

Num:19classes*50±≈1000pic

http://captain.whu.edu.cn/repository.html

3)AID

Size:600*600;

Num:30classes*300±≈10000pic

http://captain.whu.edu.cn/repository.html

https://pan.baidu.com/s/1mifOBv6#list/path=%2F

4)SIRI-WHU Data Set

Size:200*200;

Num:12classes*200=2400pic

http://www.lmars.whu.edu.cn/prof_web/zhongyanfei/e-code.html

5)RSSCN7 Data Set

Size:400*400;

Num:7classes*400=2400pic

https://sites.google.com/site/qinzoucn/documents

https://pan.baidu.com/s/1slSn6Vz

6)NWPU-RESISC45 dataset

Size:256*256

Num:45classes*700=31500pic

http://www.escience.cn/people/JunweiHan/NWPU-RESISC45.html

https://pan.baidu.com/s/1mifR6tU#list/path=%2F

7)BigEarthNet

Num:590326 image patches,each patch include

Size:120*120,10m bands

           60*60,20m bands

           20*20,60m bands

http://bigearth.net/

8)RSI-CB128

Size:128×128

Num:45classes*800±≈36000pic

https://github.com/lehaifeng/RSI-CB

https://pan.baidu.com/s/1pLnZQ23

9)RSI-CB256

Size:256×256

Num:35classes*690±≈24000pic

https://github.com/lehaifeng/RSI-CB

https://pan.baidu.com/s/1bpIQ0IN

10)EuroSAT

Size:64*64

Num:10class*2700±≈27000pic

https://github.com/phelber/eurosat#

https://www.kesci.com/home/dataset/5e6b3125dd480d002c21c46c

11)PatternNet

Size:256*256

Num:38classes*800=30400pic

https://sites.google.com/view/zhouwx/dataset#h.p_Tgef10WTuEFr

https://drive.google.com/file/d/127lxXYqzO6Bd0yZhvEbgIfz95HaEnr9K/view?usp=sharing

12)SAT-4

Size:28*28

Num:4classes,500000pic

http://csc.lsu.edu/~saikat/deepsat/

https://drive.google.com/uc?id=0B0Fef71_vt3PUkZ4YVZ5WWNvZWs&export=download

13)SAT-6

Size:28*28

Num:6classes,405000pic

http://csc.lsu.edu/~saikat/deepsat/

https://drive.google.com/uc?id=0B0Fef71_vt3PUkZ4YVZ5WWNvZWs&export=download

 

 

目標檢測

1)DOTA-v1.0 Dataset 

Num:15classes,2806pic,188282instances

http://captain.whu.edu.cn/DOTAweb/dataset.html

2)TGRS-HRRSD-Dataset

Num:13classes,21761pic,55740instances

https://github.com/CrazyStoneonRoad/TGRS-HRRSD-Dataset

3)NWPU VHR-10 dataset

Num:10classes,800pic

http://www.escience.cn/people/JunweiHan/NWPUVHR10dataset.html

https://pan.baidu.com/s/1hqwzXeG#list/path=%2F

4)DIOR dataset

Num:23463pic,190288instances

http://www.escience.cn/people/JunweiHan/DIOR.html

https://pan.baidu.com/s/1iLKT0JQoKXEJTGNxt5lSMg#list/path=%2F

5)xView

Num:60classes,1000000±instances

https://challenge.xviewdataset.org/data-download

6)RSOD-Dataset

Num:

aircraft:4993 aircrafts in 446 images. 

playground: 191 playgrounds in 189 images. 

overpass: 180 overpass in 176 overpass.

oiltank:1586 oiltanks in 165 images.

https://github.com/RSIA-LIESMARS-WHU/RSOD-Dataset-

7)UCAS-AOD

Num:

car:7114 cars in 510 images. 

plane: 7482  plane in 1000 images. 

https://ucassdl.cn/

https://onedrive.hyper.ai/home/UCAS-AOD/data

8)OIRDS

Num:1classes(car),900pic,1800instances

https://sourceforge.net/projects/oirds/

 

語義分割

1)GID Dataset

Size:6800*7200;6800*7200

Num:5classes,150pic;15classes,10pic

2)DLRSD

Size:256*256;

Num:21classes*100=2100pic

基於UC Merced Land-Use Data Set進行標註

https://sites.google.com/view/zhouwx/dataset#h.p_hQS2jYeaFpV0

https://drive.google.com/file/d/1DtKiauowCB0ykjFe8v0OVvT76rEfOk0v/view

3)INRIA aerial image dataset

Size:5000*5000

class:build

https://project.inria.fr/aerialimagelabeling/

https://hyper.ai/datasets/5428


變化檢測

1)MtS-WH

Size:7200*6000

Num:1 * 2time=pic

http://sigma.whu.edu.cn/newspage.php?q=2019_03_26

2)SZTAKI AirChange Benchmark Set

Size:952*640

Num:13 *2time=26pic

http://web.eee.sztaki.hu/remotesensing/airchange_benchmark.html 登錄名:sztaki,密碼:deva

3)AIST Building Change Detection

Size:160*160;128*128

Num:(8506+8444) * 2time=33900pic

https://blog.csdn.net/dangdangliu/article/details/104323166

https://github.com/gistairc/ABCDdataset

 

目標跟蹤

1)Dataset-UAV-123

https://hyper.ai/datasets/5154

 

 

 

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