A project focused on estimating tree age using image processing techniques by analyzing tree ring patterns. This project is part of the CSE 4120: Image Processing & Computer Vision Laboratory course at Khulna University of Engineering & Technology.
Tree ring analysis, or dendrochronology, is a scientific method of dating based on the patterns of tree rings. This project utilizes image processing techniques to determine tree age from cross-section images of tree trunks.
- Forest management
- Tree growth rate analysis
- Ecology and biodiversity studies
- Wood quality assessment
- Image preprocessing
- Segmentation
- Local histogram equalization
- Gamma correction
- Noise removal (Gaussian Blur, Median Filter)
- Adaptive thresholding
- Morphological operations (Opening, Skeletonization, Closing)
- Tree ring count estimation
- Convert RGB image to grayscale
- Apply Otsu's thresholding
- Fill holes in the binary image
- Label and isolate the largest region representing the tree cross-section
- Enhance contrast in poorly visible regions using CLAHE.
- Adjust brightness and contrast using a gamma value of 1.5.
- Automatically binarize the image based on local pixel intensity variations.
- Apply opening, closing, and thinning to refine tree ring structures.
- GUI for loading images and performing all processing steps.
- Estimation of tree age by averaging transitions in the skeletonized image.
- Misidentification of rings due to poor contrast or overlapping growth rings.
- Challenges with non-circular or irregular cross-sections.
- Difficulty in detecting rings with very narrow widths.
- Effective segmentation and tree ring isolation.
- Improved detection with advanced image processing techniques.
- Potential for large-scale automation in dendrochronology.
- P. M. Sundari, et al., "An Approach for Analyzing the Factors Recorded in the Tree Rings Using Image Processing Techniques," 2017.
- S. S. P. Gannamani, et al., "Tree Age Predictor Using Augmented Reality and Image Processing Techniques," 2021.
- Schweingruber, F.H., Tree rings: basics and applications of dendrochronology, Springer, 2012.
- Baillie, M.G., Tree-ring dating and archaeology, Routledge, 2014.
Supervised by:
- Dr. Sk. Md. Masudul Ahsan, Professor, Department of Computer Science and Engineering
- Dipannita Biswas, Lecturer, Department of Computer Science and Engineering
Presented by:
Atiqul Islam Atik
Roll: 1907107
Khulna University of Engineering & Technology
