/visual-odometry

Visual odometry to estimate the trajectory of a moving vehicle using monocular camera

Primary LanguagePython

License: MIT

Visual Odometry using Monocular Camera

The objective of this project is to utilize visual odometry on a sequence of video frames captured by a monocular camera to estimate the trajectory of a vehicle. The KITTI dataset is employed for this purpose, which comprises two monocular videos, an intrinsic camera matrix (K), and the vehicle's ground truth pose. The ground truth information is leveraged to assess the efficacy of the visual odometry.

Pipeline

mono_vio

Results

Input video

Sequence 1

input

Sequence 2

input

Detected Feature

Sequence 1

feature

Sequence 2

output

Estimated Trajectory

Sequence 1

plot

Sequence 2

path