LARR RGB-D Dataset for Dynamic Environments

- 3 mins

LARR RGB-D Dataset for Dynamic Environments

File Formats

We provide the indoor RGB-D datasets from the Kinect v2 camera. Each sequence contains the following components.

rgb.dir & depth.dir

The rgb directory contains color images as 640 &times 480, 8-bit in PNG format and the depth directory contains registered depth images as 640 &times 480, 16-bit in PNG format. The name of each color image represents the recorded time in the second unit and is synchronized with the time of each others. The value of the depth unit is the millimeter. You can use the depth images in the meter unit by divide it into 1000.

groundtruth.dir & groundtruth mask.dir

The directory contains color images which shows manually segmented moving objects. The white color represents the background in groundtruth.dir and represents the moving objects in groundtruth mask.dir.

association.txt & groundtruth.txt

We matched the time and the filename and stored on association file. We also provide the ground-truth trajectories which are recorded by the VICON tracker. The trajectories are represented as the time, the translation xyz and the quaternion xyzw. The current version of the ground truth trajectories is represented in global coordinates. We will transform the trajectories into the orientation of the initial camera pose.

Inrinsic Paramter

fx = 544.2582548211519 # focal length x
fy = 546.0878823951958e # focal length y
cx = 326.8604521819424 # optical center x
cy = 236.1210149172594 # optical center y

# depth scale for the 16-bit image
factor = 1000

# radial distortion coefficient
k1 = 0.0369
k2 = -0.0557

Datasets

sequence name duration length min
valid depth
description

static_tree ZIP(0.14GB)
13.58s 0.00m 84.66% A model tree moves in front of the fixed camera

static_board ZIP(0.27GB)
18.08s 0.00m 81.% A large-sized textured board moves which could be misrecognized as the background.

static_man ZIP(0.23GB)
19.26s 0.00m 81.04% A man moves in front of the fixed camera.

static_destruct ZIP(0.13GB)
11.29s 0.00m 80.55% A man brings a building-shaped object A building-shaped object.

static_construct ZIP(0.15GB)
12.052s 0.00m 83.93% A man removes a building-shaped object.

dynamic_board ZIP(0.58GB)
48.47s 11.31m 83.06% A man brings a building-shaped object A building-shaped object in front of the freely moving camera.

dynamic_man1 ZIP(0.37GB)
31.06s 5.65m 84.07% A man moves in front of the freely moving camera.

dynamic_man2 ZIP(0.38GB)
28.17s 9.67m 82.23% A man moves in front of the freely moving camera.

dynamic_toss ZIP(0.16GB)
11.15s 4.71m 79.23% Two people toss a doll to each other.
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