Table 1 Comparison of the proposed dataset with other datasets.

From: A Large-Scale Image Repository for Automated Pavement Distress Analysis and Degradation Trend Prediction

Dataset

Images

Image capturing device

Image resolution

View captured

Annotation

Countries covered

Distress categories

Labels

CFD21,22

118

Smartphones

480*320

Top-down view

Pixel

1 (China)

2

/

CrackWH100, CrackLS31523

100, 315

Line-array camera

512*512

Top-down view

Pixel

/

2

/

Crack50024

500

Smartphones

2000*1500

Top-down view

Pixel

1 (United States)

2

/

CrackNJ15625

156

Smartphones

512*512

Top-down view

Pixel

1 (China)

2

/

CrackSC26

197

Smartphones

320*480

Top-down view

Pixel

1 (United States)

2

/

GAPs v227

2468

High-resolution Camera

1920*1080

Top-down view

Bounding box

1 (German)

6

/

RDD201828

9053

Smartphones

600*600

Wide view

Bounding box

1 (Japan)

8

15,435 (Released for training) for 8 categories

RDD201929

13135

Smartphones

600*600

Wide view

Bounding box

1 (Japan)

9

30,989 (Released for training) for 9 categories

RDD202030

26336

Smartphones

600*600, 720*720

Wide view

Bounding box

3 (Japan, India, Czech Republic)

4

21,041 (Released for training) for 4 categories

RDD202231

47420

Smartphones, High-resolution Cameras, Google Street View images

512*512,600*600, 720*720,3650*2044

Wide view,extra-wide view(using two camerasin Norway),top-down view

Bounding box

6 (Japan, India, Czech Republic, Norway, United States, China)

4

55,007 (Released for training) for 4 categories

CNRDD32

4319

High-resolution Camera

1600*1200

Wide view

Bounding box

1 (China)

8

21,552 (Released for training) for 8 categories

SVRDD33

8000

Baidu Street view imaging systems

1024*1024

Street view

Bounding box

1 (China)

7

20,804 (Released for training) for 7 categories

N-RDD202434

27360

Smartphones,High-resolution Cameras,Google Street View images

512*512,600*600, 640*640,720*720, 3650*2044,4040*2035,3643*2041

Wide view,extra-wide view(using two camerasin Norway),top-down view

Bounding Box

8 (Japanese, Indian, Czech, Norwegian, American, China, Georgian, Turkish.)

10

 

PaveTrack (Ours)

59940

High-resolution Cameras, GoPro

Mainly 1920*1080, 1280*720,1280*600

Street view, top-down view

Bounding box

2 (United States, China)

11

187,190 (Released for training) for 10 categories