Abstract: Various embodiments of a vision-based privacy-preserving embedded fall-detection system are disclosed. This embedded fall-detection system can include one or more cameras for capturing video images of one or more persons. Moreover, this embedded fall-detection system can include various fall-detection modules for processing the captured video images including: a pose-estimation module, an action-recognition module, and a fall-detection module, all of which can perform the intended fall-detection functionalities within the embedded system environment in real-time in order to detect falls of the one or more persons. When a fall is detected, instead of sending the original captured images, the embedded fall-detection system can transmit sanitized video images to the server, wherein each detected person is represented by a skeleton figure in place of the actual person images, thereby preserving the privacy of the detected person.

Abstract: Various embodiments of a vision-based privacy-preserving embedded fall-detection system are disclosed. This embedded fall-detection system can include one or more cameras for capturing video images of one or more persons. Moreover, this embedded fall-detection system can include various fall-detection modules for processing the captured video images including: a pose-estimation module, an action-recognition module, and a fall-detection module, all of which can perform the intended fall-detection functionalities within the embedded system environment in real-time in order to detect falls of the one or more persons. When a fall is detected, instead of sending the original captured images, the embedded fall-detection system can transmit sanitized video images to the server, wherein each detected person is represented by a skeleton figure in place of the actual person images, thereby preserving the privacy of the detected person.

Abstract: An adjustable seating apparatus for a recumbent stepper includes a seat base mounted to a carriage, which is mounted for longitudinal translation along a guide track. The seat base can be rotatable relative to the carriage. The seat base includes a first handle for releasing the carriage from an elongate positioning member to adjust the longitudinal position, and a second handle for releasing the seat base from a positioning plate to adjust the rotary position of the seat base relative to the carriage. When the seat base has been rotated from its nominal position, the carriage will generally be prevented from being released from the elongate positioning member.

Abstract: An adjustable seating apparatus for a recumbent stepper includes a seat base mounted to a carriage, which is mounted for longitudinal translation along a guide track. The seat base can be rotatable relative to the carriage. The seat base includes a first handle for releasing the carriage from an elongate positioning member to adjust the longitudinal position, and a second handle for releasing the seat base from a positioning plate to adjust the rotary position of the seat base relative to the carriage. When the seat base has been rotated from its nominal position, the carriage will generally be prevented from being released from the elongate positioning member.