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Project Case Study

University / Personal Experiments / Completed

Image Thresholding for Background Removal

Image preprocessing for white and near-white background removal through threshold segmentation.

Track

University / Personal Experiments

Category

Signal / Image Processing

Role

Role: University / Personal Experiment

Status

Completed

Year

2023

Overview

Problem, execution, and outcomes

Problem

Foreground objects needed to be separated from light backgrounds with a simple explainable processing method.

Execution

Developed RGB thresholding, edge-preservation tuning, and noise-reduction post-processing in MATLAB.

Outcomes

Built an explainable segmentation workflow.

Improved foreground/background separation.

Documented image-processing tradeoffs.

Proof and Metrics

RGB thresholdingSegmentationMATLAB

Capability Proven: Image preprocessing pipeline development with evidence-driven parameter optimization.

Image Thresholding for Background Removal project evidence visual
Signal Processing Pipeline

Stack

MATLABImage ProcessingThresholding

Tags

Image ProcessingSegmentationExperiment

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