1. Reference materials
kitti data set official website
kitti data set introduction, Baidu network disk sharing kitti-object, kitti-tracking full set of data sets autonomous driving
KITTI data set (concept version)
2. KITTI directory structure
E:\DATASETS\KITTI
|
\---2011_09_26
\---2011_09_26_drive_0001_sync
+---image_00 # left_image左视图(灰度图)
| | timestamps.txt
| |
| \---data
| 0000000000.png
| 0000000001.png
|
+---image_01 # right_image右视图(灰度图)
| | timestamps.txt
| |
| \---data
| 0000000000.png
| 0000000001.png
|
+---image_02 # left_image左视图(彩色图)
| | timestamps.txt
| |
| \---data
| 0000000000.png
| 0000000001.png
|
+---image_03 # right_image右视图(彩色图)
| | timestamps.txt
| |
| \---data
| 0000000000.png
| 0000000001.png
|
+---oxts
| | dataformat.txt
| | timestamps.txt
| |
| \---data
| 0000000000.txt
| 0000000001.txt
|
\---velodyne_points
| timestamps.txt
| timestamps_end.txt
| timestamps_start.txt
|
\---data
0000000000.bin
0000000001.bin
3. Download the KITTI dataset
1. Download from KITTI official website
To download KITTI from the official website,
you need to log in to the KITTI account first, and prepare the edu endingEducation mailboxRegister for a KITTI account, and then log in to download. Taking the 3D multi-target tracking (tracking) dataset as an example, the download process is as follows:
3D multi-target tracking (tracking)
important: For multi-target tracking tasks, if it is binocular, you need to download the pictures of left-camera and right-camera; if it is monocular, you need to download the picture of left-camera.
-
Download left color images of tracking data set (15 GB):
data_tracking_image_2.zip -
Download right color images, if you want to use stereo information (15 GB):
data_tracking_image_3.zip -
Download Velodyne point clouds, if you want to use laser information (35 GB):
data_tracking_velodyne.zip -
Download GPS/IMU data, if you want to use map information (8 MB):
-
Download camera calibration matrices of tracking data set (1 MB):data_tracking_calib.zip
-
data_tracking_oxts.zip
-
Download training labels of tracking data set (9 MB):
data_tracking_label_2.zip
2. Baidu network disk download
3. Google Colab download
If the network is unstable and the download on the official website is often disconnected, you can choose google Colab to transfer the download.
Colab tutorial, please refer to the blog: google colab tutorial
The overall process is as follows:
-
Find the dataset download link. Find the download link on KITTI official website, for example, the download link is:
https://s3.eu-central-1.amazonaws.com/avg-kitti/data_scene_flow.zip -
Use the wget command to download in Colab.
!wget -c https://s3.eu-central-1.amazonaws.com/avg-kitti/data_scene_flow.zip # 参数解释:-c:表示支持断点续传。
--2021-08-19 02:37:43-- https://s3.eu-central-1.amazonaws.com/avg-kitti/data_scene_flow.zip Resolving s3.eu-central-1.amazonaws.com (s3.eu-central-1.amazonaws.com)... 52.219.47.203 Connecting to s3.eu-central-1.amazonaws.com (s3.eu-central-1.amazonaws.com)|52.219.47.203|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 1681488619 (1.6G) [application/zip] Saving to: ‘data_scene_flow.zip’ data_scene_flow.zip 100%[===================>] 1.57G 20.6MB/s in 82s 2021-08-19 02:39:06 (19.6 MB/s) - ‘data_scene_flow.zip’ saved [1681488619/1681488619]
-
Download the dataset from google Colab to local (the network is a bit slow...).
4. Gewu Titanium platform download (expired)
Gewu Titanium Dataset - KITTIRaw
The blogger tried to download,fast and stable。
Supplementary Note: On October 1, 2022, Gewu Titanium does not support the download of the KITTI dataset.