Laser and Image Pedestrian Detection Dataset in Urban Environment (LIPD dataset)

The LIPD Dataset was collected in the Coimbra Univeristy/ISR Campus zone (a satellite image is shown below). We have used our Yamaha-ISR electric vehicle (ISRobotCar), equiped with a multilayer automotive laserscanner Alasca-XT from Ibeo, a TopCon HyperPro GPS device in RTK mode, one IMU Mti from Xsens and a monocular Guppy camera.

Dataset reference citation (bibtex format):

@misc{lipd,
 author = "Premebida, C. and Nunes, U.",
 title = "Laser and Image Pedestrian Detection Dataset - LIPD",
 howpublished = "https://home.deec.uc.pt/~cpremebida/dataset/",}

The following files contain the training set:

Description    

N#files

Zip files for download

Negative frames 2444
ISRtrain_negframes.zip
Positives 4606
ISRtrain_pos.zip
Negative ROIs 34779
ISRtrain_negROIs.zip

The following files contain the testing set:

Description    

N#files

Zip files for download

Full frames 4823
ISRtest_frames.zip
LIDAR scans 4823
ISRtest_LIDARlog.zip
Annotations 4823
ISRtest_gt.zip
GPS logs 4823
ISRtest_GPSlog.zip
IMU logs 4823
ISRtest_IMUlog.zip

Some useful Matlab (.m files) scripts:

(i) Open and display testing-images and labeled bounding-boxes (ground-truth): Display_images_and_groundtruth.m
(ii) Open and display testing-images and projection of LIDAR scans (calibration parameters inside): Display_images_and_LIDAR.m

Satellite image of the urban environment (using Google Earth):

Dataset trajectory