Center for Quantification of Imaging Data

Felipe Delestro
fima@dtu.dk

The Center for Quantification of Imaging Data from MAX IV

The Center for Quantification of Imaging Data from MAX IV

Sample

Projections

Detections

Image

Information

Publication

imaging

reconstruction

segmentation

quantification

interpretation

Sample

Projections

Detections

Image

Information

Publication

imaging

reconstruction

segmentation

quantification

interpretation

https://qim.dk/

Structure tensor

In the context of volumetric (3D) image analysis, a structure tensor is a 3-by-3 matrix which summarizes orientation in a certain neighborhood around a certain point.

The general idea is to measure the orientation of the structures in the 3D volume

A symmetric positive semidefinite matrix that encodes the predominant orientation and the degree of anisotropy in an image window.

With slightly simplified notation:

where Ix and Iy denote partial derivatives, and Σw denotes weighted sum over some fixed windowing function.

Local thickness

For an object in 3D, the local thickness at any point of the object is defined as the radius of the largest sphere which fits inside the object and contains the point

The general idea is to quantify the thickness of your structures in the 3D volume

For an object in 3D, the local thickness at any point of the object is defined as the radius of the largest sphere that fits within the object and contains the point.

The Qim center offers image analysis tools and provides access to the resources for utilizing them

The goal is to make them accessible to users with varying levels of expertise

Two main projects

Web platform

platform.qim.dk

Python library

qim3d

The qim3d library focuses exclusively on volumetric image analysis

Qim3D command line interface

After pip install qim3d, the user is able to use some of the functionalities by a simple CLI

qim3d gui --iso3d
qim3d gui --local-thickness

qim3d

  • Graphical interfaces
  • Visualization
  • Image examples & download
  • Input / Output
  • Process functions
    • Basic operations
    • Advanced methods
  • DL models
    • Ease to build & train
    • Pre-trained models

notebooks for tutorial:

pip install qim3d

pip install structure-tensor

ESRF User meeting 2024

By Felipe Delestro

ESRF User meeting 2024

  • 149