Satellite imagery has been pivotal in monitoring and analyzing land cover changes over time. Landsat satellites have provided a wealth of data for environmental monitoring and land use planning since their launch in the early 1970s. Analyzing this data to understand land cover changes is essential for various applications, including urban planning, forestry, and environmental conservation. Traditional methods for land cover change analysis often involved manual interpretation of satellite imagery or the use of basic change detection algorithms