Introduction: Reframing Mars Habitability with Visual Data Determining where life could potentially exist on Mars has long challenged planetary science. Traditional methods rely on direct biosignature detection or extensive geological analysis, both of which can be costly and data-limited. A new approach leverages image data from Mars surface missions to quantify habitability in a scalable,…