As imaging technologies advance, they surpass traditional capabilities, capturing and interpreting visual information beyond the limits of human perception. While these cutting-edge computational imaging systems push the boundaries of what can be seen and understood, they also quietly introduce critical ethical concerns related to privacy, safety, and robustness. Since these systems operate beyond human vision, many potential threats remain imperceptible, making them more difficult to detect and mitigate. This workshop aims to bring attention to these challenges and explore innovative solutions to deal with these challengings as imaging technologies push the boundaries of perceiving the invisible.