TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Papers/CS-TRD: a Cross Sections Tree Ring Detection method

CS-TRD: a Cross Sections Tree Ring Detection method

Henry Marichal, Diego Passarella, Gregory Randall

2023-05-18Boundary Detection
PaperPDFCode(official)

Abstract

This work describes a Tree Ring Detection method for complete Cross-Sections of Trees (CS-TRD) that detects, processes and connects edges corresponding to the tree's growth rings. The method depends on the parameters for the Canny Devernay edge detector (sigma), a resize factor, the number of rays, and the pith location. The first five are fixed by default. The pith location can be marked manually or using an automatic pith detection algorithm. Besides the pith localization, CS-TRD is fully automated and achieves an F-Score of 89% in the UruDendro dataset (of Pinus taeda) and 97% in the Kennel dataset (of Abies alba) without specialized hardware requirements.

Results

TaskDatasetMetricValueModel
Boundary DetectionUruDendroAverage Precision0.94CS-TRD
Boundary DetectionUruDendroAverage Recall0.88CS-TRD
Boundary DetectionUruDendroF1-score0.91CS-TRD
Boundary DetectionUruDendroFScore0.91CS-TRD

Related Papers

SAMST: A Transformer framework based on SAM pseudo label filtering for remote sensing semi-supervised semantic segmentation2025-07-16Design and Implementation of an OCR-Powered Pipeline for Table Extraction from Invoices2025-07-09Real Time Self-Tuning Adaptive Controllers on Temperature Control Loops using Event-based Game Theory2025-06-16Self-Route: Automatic Mode Switching via Capability Estimation for Efficient Reasoning2025-05-27A Semantic Change Detection Network Based on Boundary Detection and Task Interaction for High-Resolution Remote Sensing Images2025-05-26Tropical Geometry Based Edge Detection Using Min-Plus and Max-Plus Algebra2025-05-24Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation2025-05-06Tiger200K: Manually Curated High Visual Quality Video Dataset from UGC Platform2025-04-21