Dr. Karim Ben Alaya Profile

Dr. Karim Ben Alaya

at Univ of Pannonia

SPIE Involvement:

Author

Publications (1)

This will count as one of your downloads.

You will have access to both the presentation and article (if available).

DOWNLOAD NOW

This content is available for download via your institution's subscription. To access this item, please sign in to your personal account.

Email or Username Forgot your username?

Password Forgot your password?

Show

Keep me signed in

No SPIE account? Create an account

Proceedings Article | 5 March 2022 Paper

2D-projected tree model reconstruction from monocular images and DNN

Karim Ben Alaya, László Czúni

Proceedings Volume 12084, 1208417 (2022) https://doi.org/10.1117/12.2623872

KEYWORDS: Image segmentation, Neural networks, 3D modeling, Vegetation, Structural analysis

Read Abstract +

The delineation of plants and trees and their structural analysis is getting more important in agricultural and ecological applications. In our paper, we propose an approach where 2D-projected graph-based tree models are generated from monocular images with the help of deep neural networks (DNN): the three main blocks of the network are responsible for segmentation, contour, and centerline detection. Thus graph structures are built upon these predicted structural elements. We demonstrate that the applied DNN can also help to reconstruct the spatial (depth) order of crossing branches. The proposed method is believed to have the potential to soon replace current expensive and timeconsuming laser scanning approaches for many applications.

My Library

You currently do not have any folders to save your paper to! Create a new folder below.

Folder Name

Folder Description

View contact details

UPDATE YOUR PROFILE

Is this your profile? Update it now.

Sign into your SPIE.org account

Don’t have a profile and want one?

Create an account on SPIE.org

Access to the requested content is limited to institutions that have purchased or subscribe to SPIE eBooks. You are receiving this notice because your organization may not have SPIE eBooks access.*

*Shibboleth/Open Athens users─please sign in to access your institution's subscriptions.

To obtain this item, you may purchase the complete book in print or electronic format on SPIE.org.

ORGANIZATIONAL
Sign in with credentials provided by your organization.

Organizational Username

Organizational Password

Show/Hide Password

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members:

Non-members: ADD TO CART

Keywords/Phrases

Search In:

Publication Years