fruit detection
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SVM Prediction MATLAB Code for Fruit Detection in 3D LiDAR Point Clouds Using Velodyne VLP-16
This project demonstrates a MATLAB implementation for fruit detection in 3D LiDAR point clouds using the Velodyne VLP-16 LiDAR sensor (Velodyne LIDAR Inc., San Jose, CA, USA). The dataset contains 3D point clouds of 11 Fuji apple trees and corresponding fruit position annotations. The implementation uses a Support Vector Machine (SVM) classifier for fruit detection.
Setup and Requirements
Clone the Code: To begin, clone the repository using the command:git clone https://github.com/GRAP-UdL-AT/fruit_detection_in_LiDAR_pointClouds.git
Data Preparation: Create a folder named “data” in the directory where the code is saved. Inside this folder, store the ground truth data and point cloud data in subdirectories named “AllTrees_Groundtruth” and “AllTrees_pcloud”, respectively.
Prerequisites: Ensure you have the following installed in MATLAB:
MATLAB R2018 (other versions not tested)
Computer Vision System Toolbox
Statistics and Machine Learning Toolbox
Dataset: The LFuji-air dataset is stored in the /data folder. This dataset provides the necessary LiDAR data for training and evaluation.
Cross-validation: Perform cross-validation to evaluate the performance of the model in detecting fruit within the LiDAR point clouds.
Notes
The implementation is optimized for MATLAB R2018 and tested specifically on this version.
The project utilizes a dataset that includes both ground truth fruit positions and point cloud data for training the detection model.
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