Photography has been pivotal in culture for decades and its importance has increased with the rise of digital technology. However, the exploration of picture taking within the Human-Computer Interaction (HCI) community does not seem to match its cultural and technological significance. Recognizing this discrepancy, we sought to understand areas of interest in photography as a conscious creative process. To address this issue, we performed a systematic literature review using the PRISMA methodology. From our research, we identified 62 pertinent papers spanning from 2005 to 2022. Our examination revealed six primary dimensions, further classified into study type, design goal, photo-taking style, device type, interaction style, and number of users. In-depth analysis showed the dominant role of exploratory and functional research, the balance between qualitative and quantitative methods, and a strong focus on smartphone cameras. Our review has highlighted significant gaps in the existing literature, offering valuable insights for future research on photo taking.