Abstract: The present invention relates to an ultrasound image enhancement processing system and method thereof. The ultrasound image enhancement processing system includes at least one first ultrasound device and at least one server apparatus. The server apparatus receives a first ultrasound original image file, processes the first ultrasound original image file through a speckle reduction algorithm to generate a first processed image file, and performs a deep learning training on the first ultrasound original image file and the first processed image file to generate a first neural network model. The first neural network learning module is used to output a first speckle reduction enhancement image file. The image content of the first speckle reduction enhancement image file is approximating to the image content of the first processed image file.

Abstract: The present invention relates to a license plate identification system and method thereof. The license plate identification system comprises at least a server apparatus storing at least one license plate picture file to be identified and a plurality of license plate sample picture files. Each of the license plate sample picture files has a double-row of character. Through deep learning training, the system generates a neural network model, inputs the license plate picture file to be identified into the neural network model for outputting analysis result information, and decodes the analysis result information through a decoding algorithm to obtain an identification license plate character content.

Abstract: A robot arm with an image capturing function includes a body, a capture control device, a controller, and a display. When the robot arm is in an operation mode, the controller automatically controls the body to move a movable portion at one terminal of the body to move an eye in hand device disposed on the movable portion to capture images and search for objects. When the robot arm is in a manual mode, the movable portion is moved manually, and the capture control device next to the eye in hand device is controller manually to activate the eye in hand device to capture images and generate image files of predetermined objects, thereby simplifying the operation process of robot arm.