High-throughput imaging technologies provide a pathway to deliver better health care solutions. This presentation introduces new approaches based on time-encoded single-pixel cameras, enabling a number of microscopy methods such as ultrafast Nomarski microscopy and time-encoded full-field high-resolution imaging.