Kanade–Lucas–Tomasi feature tracker

E295650

The Kanade–Lucas–Tomasi feature tracker is a widely used computer vision algorithm for robustly tracking distinctive image features across video frames, building on the Lucas–Kanade optical flow method with Tomasi’s feature selection criteria.

All labels observed (3)

How this entity was disambiguated

Statements (46)

Predicate Object
instanceOf computer vision algorithm ⓘ
feature tracking algorithm ⓘ
optical flow-based method ⓘ
assumes brightness constancy ⓘ
small motion between frames ⓘ
spatial coherence of motion ⓘ
basedOn Lucas–Kanade optical flow method ⓘ
category feature detection and tracking ⓘ
optical flow ⓘ
featureSelectionCriterion eigenvalue-based corner strength ⓘ
good features to track ⓘ
field computer vision ⓘ
image processing ⓘ
input image sequences ⓘ
video frames ⓘ
limitation difficulty with large inter-frame motion without pyramids ⓘ
sensitive to strong appearance changes ⓘ
oftenImplementedWith image pyramids ⓘ
multi-scale tracking ⓘ
output trajectories of tracked features ⓘ
property computationally efficient ⓘ
robust to moderate noise ⓘ
suitable for real-time applications ⓘ
relatedTo Harris corner detector ⓘ
Shi–Tomasi corner detector ⓘ
pyramidal Lucas–Kanade method ⓘ
requires good spatial texture around feature points ⓘ
robustness handles moderate illumination changes ⓘ
handles partial occlusions of features ⓘ
selectsFeaturesWith large minimum eigenvalue of gradient covariance matrix ⓘ
task feature tracking ⓘ
motion tracking in image sequences ⓘ
tracks distinctive image features ⓘ
interest points ⓘ
usedBy OpenCV library ⓘ
linked to: OpenCV

many real-time vision systems ⓘ
usedIn SLAM ⓘ
augmented reality ⓘ
object tracking ⓘ
structure from motion ⓘ
video stabilization ⓘ
visual odometry ⓘ
uses Tomasi–Kanade feature selection criterion ⓘ
gradient-based optimization ⓘ
local image patch alignment ⓘ
sparse optical flow ⓘ

How these facts were elicited

Referenced by (3)

Full triples — surface form annotated when it differs from this entity's canonical label.

Takeo Kanade → knownFor → Kanade–Lucas–Tomasi feature tracker ⓘ
Lucas–Kanade optical flow algorithm → relatedTo → KLT feature tracker ⓘ
linked to: Kanade–Lucas–Tomasi feature tracker
Kanade–Lucas–Tomasi feature tracker → uses → Tomasi–Kanade feature selection criterion ⓘ
linked to: Kanade–Lucas–Tomasi feature tracker