Tree Structure Reconstruction

Datasets for Tree Structure Reconstruction

This page contains two datasets of tree structures: 3D confocal microscopy stacks of neurons and aerial images of roads.

All ground truth tracings available in this page are copyrighted by CVLab – EPFL. You are free to use them for research purposes. If you use them to publish results, please cite the reference below.

Olfactory Projection Fibers

This dataset is taken from the DIADEM Challenge. The Z spacing of the stacks are set to 1.0 to make fiber cross sections appear circular. For details, please refer to the dataset’s website.

Stacks and Ground Truth Tracings (18 MB)

Aerial Images of Roads

Images and Ground Truth Tracings (18 MB)

Software

Our semi-automated tracing tool for acquiring the ground-truths is available here.

References

The datasets on this page has been used for our automated tree reconstruction algorithm described in the following paper:

Field Guide to Northern Tree-related Microhabitats: Descriptions and size limits for their inventory in boreal and hemiboreal forests of Europe and North America

R. Bütler Sauvain; L. Larrieu; L. F. Lunde; M. Maxence; B. Nordén et al. 

Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Switzerland, 2024.

Data Champions Lunch Talks – Green Bytes: Data-Driven Approaches to EPFL Sustainability

M. S. P. Cubero-Castan; M. Peon Quiros; C. Gabella; F. Varrato; Loïc Lannelongue 

Data Champions Lunch Talks – Green Bytes: Data-Driven Approaches to EPFL Sustainability, EPFL, CM 1 221, April 18, 2024.

Comparison of Three Viral Nucleic Acid Preamplification Pipelines for Sewage Viral Metagenomics

X. Fernandez Cassi; T. Kohn 

Food and Environmental Virology. 2024. DOI : 10.1007/s12560-024-09594-3.

How to Support Students to Develop Skills that Promote Sustainability

S. R. Isaac; J. de Lima 

Teaching Transversal Skills for Engineering Studens: A Practical Handbook of Activities with Tangibles; EPFL, 2024.

How to Support Students Giving Each Other Constructive Feedback, Especially When It Is Difficult to Hear

S. R. Isaac; J. de Lima 

Teaching Transversal Skills for Engineering Studens: A Practical Handbook of Activities with Tangibles; EPFL, 2024.

How teachers can use the 3T PLAY trident framework to design an activity that develops transversal skills

S. R. Isaac; J. de Lima 

Teaching Transversal Skills for Engineering Studens: A Practical Handbook of Activities with Tangibles; EPFL, 2024.

The conceptual foundations of innate immunity: Taking stock 30 years later

Pradeu Thomas; Thomma Bart T.P.H.; Girarding Stephen; B. Lemaitre 

Immunity. 2024-04-09. Vol. 57, num. 4, p. 613-631. DOI : 10.1016/j.immuni.2024.03.007.

Radio-Activities: Architecture and Broadcasting in Cold War Berlin

A. Thiermann 

Cambridge, MA; London: MIT Press, 2024.

No Last One

A. Thiermann 

Revue Matières. 2024. num. 18.

All That is Solid

A. Thiermann 

Transcalar Prospects in Climate Crisis; Zurich: Lars Müller, 2024.