Essential factors to memorize for success in geography for UPSC include key concepts such as physical geography, human geography, and the geographical phenomena impacting nations. Understanding important maps, statistical data, and current environmental issues is critical, along with mastering geographical terminology. Candidates should familiarize themselves with various models and theories relevant to geographic studies, as these form the backbone of many questions in the syllabus and contribute to a comprehensive understanding of the subject.