activity
20112024
most citedSegmentation of structural parts of rosebush plants with 3D point-based deep learning methods

64 citations · 78 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2024★ 4 cited

PLANesT-3D: A new annotated dataset for segmentation of 3D plant point clouds

Kerem Mertoğlu, Yusuf Şalk, Server Karahan Sarıkaya +6

Creation of new annotated public datasets is crucial in helping advances in 3D computer vision and machine learning meet their full potential for automatic interpretation of 3D pla…

cs.CV2023★ 3 cited

Local region-learning modules for point cloud classification

Kaya Turgut, Helin Dutagaci

Data organization via forming local regions is an integral part of deep learning networks that process 3D point clouds in a hierarchical manner. At each level, the point cloud is s…

cs.CV2023

Using t-distributed stochastic neighbor embedding for visualization and segmentation of 3D point clouds of plants

Helin Dutagaci

In this work, the use of t-SNE is proposed to embed 3D point clouds of plants into 2D space for plant characterization. It is demonstrated that t-SNE operates as a practical tool t…

cs.CV2020★ 1 cited

Assigning Apples to Individual Trees in Dense Orchards using 3D Color Point Clouds

Mouad Zine-El-Abidine, Helin Dutagaci, Gilles Galopin +1

We propose a 3D color point cloud processing pipeline to count apples on individual apple trees in trellis structured orchards. Fruit counting at the tree level requires separating…

cs.CV2020★ 64 cited

Segmentation of structural parts of rosebush plants with 3D point-based deep learning methods

Kaya Turgut, Helin Dutagaci, Gilles Galopin +1

Segmentation of structural parts of 3D models of plants is an important step for plant phenotyping, especially for monitoring architectural and morphological traits. Current state-…

cs.CV2011★ 1 cited

Benchmarks, Performance Evaluation and Contests for 3D Shape Retrieval

Afzal Godil, Zhouhui Lian, Helin Dutagaci +3

Benchmarking of 3D Shape retrieval allows developers and researchers to compare the strengths of different algorithms on a standard dataset. Here we describe the procedures involve…

cs.CV2011★ 5 cited

View subspaces for indexing and retrieval of 3D models

Helin Dutagaci, Afzal Godil, Bulent Sankur +1

View-based indexing schemes for 3D object retrieval are gaining popularity since they provide good retrieval results. These schemes are coherent with the theory that humans recogni…