To optimize power consumption on the Xiao ESP32-S3 with a Sense Camera during sleep, ensure proper configuration of the ESP32-S3 deep sleep mode and utilize low-power camera capture settings. By minimizing clock frequencies, disabling unnecessary peripherals, and leveraging sleep modes for both the ESP32-S3 and the camera module, you can achieve lower sleep currents for power-efficient operation.