KITTI

Cityscape

Argoverse

Oxford’s Robotic Car

ApolloScape

Nuscenes

BDD100K

RGB Images

15 k

25 k

490 k

20 M

144 k

1.4 M

100 M

Multiple Cities

No

Yes

Yes

No

No

Yes

Yes

Multiple Weathers

No

No

Yes

Yes

No

Yes

Yes

Multiple Times of Day

No

No

Yes

Yes

No

Yes

Yes

Multiple Scene types

Yes

No

Yes

No

No

No

Yes

Year

2012

2016

2019

2014

2018

2019

2017

PCs lidar

15 k

0

44 k

0

0

400 k

0

PCs radar

0

0

0

0

0

1.3 M

0

Ann frames

15 k

25 k

22 k

None

144 k

40 k

100 k

3D boxes

200 k

0

993 k

3.3 M

70 k

1.4 M

0

Night/Rain

No/No

No/No

Yes/Yes

Yes/Yes

Yes/No

Yes/Yes

Yes/Yes

Map layers

0

0

2

0

0

11

0

Classes

8

30

15

32

8-35

23

10

Locations

Karlsruhe

50 cities

Miami, PT

Oxford

4x China

Boston, SG

NY, SF