Abstract: A machine learning method includes: distinguishing foregrounds and backgrounds of a first image to generate a first mask image; cropping the first image to generate second and third images; cropping the first mask image to generate second and third mask images, wherein a position of the second mask image and a position of the third mask image correspond to a position of the second image and a position of the third image, respectively; generating a first feature vector group of the second image and a second feature vector group of the third image by a model; generating a first matrix according to the first and second feature vector groups; generating a second matrix according to the second and third mask images; generating a function according to the first and second matrices; and adjusting the model according to the function.

Abstract: A defect detecting apparatus and method are provided. The defect detecting apparatus receives an image to be tested. The defect detecting apparatus detects the image to be tested through a defect detecting model to generate an anomaly score corresponding to the image to be tested, and the defect detecting model is generated based on the training of a generative adversarial network and a plurality of normalized loss functions. The defect detecting apparatus compares the anomaly score with an anomaly score threshold to determine whether the image to be tested is a defective image.

Abstract: An encryption and decryption system is provided, which includes a transmitting device and a receiving device. The transmitting device is configured to store original images and a correspondence table. The receiving device is connected to the transmitting device for storing the correspondence table, wherein the transmitting device generates an encrypted string. The transmitting device selects a representative morphed image from multiple morphed images according to the encrypted string. The transmitting device transmits the representative morphed image to the receiving device and does not transmit the encrypted string to the receiving device. The receiving device recognizes the first original image serial number and the second original image serial number from the representative morphed image. The receiving device looks up the correspondence table according to the first original image serial number and the second original image serial number to generate the encrypted string.

Abstract: A machine learning method comprises: (a) applying a contrastive learning model to a training image and an image mask to generate a foreground feature vector pair and a background feature vector pair; (b) calculating a foreground loss and a background loss according to the foreground feature vector pair and the background feature vector pair; (c) calculating a total loss from the foreground loss and the background loss; (e) when a recursion end condition is met, using a first encoder for parameter adjustment of machine learning model; and (f) when the recursive end condition is not met, adjusting a parameter of the first encoder in the contrastive learning model using the total loss, and adjust a parameter of a second encoder in the contrastive learning model using the adjusted parameter of the first encoder and a preset multiple, thereby performing step (a) to step (d) again.

Abstract: Disclosed herein is an apparatus for use with external beam radiotherapy (EBRT). According to embodiments of the present disclosure, the apparatus comprises a catheter and a plurality of compliant balloons extended outside and along the axial direction of the catheter, wherein the catheter comprises a plurality of communicating conduits, each of which is in air or fluid communication with at least one of the plurality of compliant balloons. Also disclosed herein are methods of treating gastrointestinal tumors in a subject with the aid of the present apparatus.

Abstract: A catheter apparatus (10) includes a tubular member (11); multiple fluid-flow pipe members (13), each having a proximal end (19) and a distal end (18), and being disposed along a first axial direction of the tubular member; multiple node members (15) disposed along a first axial direction of the tubular member, wherein two adjacent node members (15) form a segment (1a); and a periphery member (14), wherein the periphery member (14) wraps the multiple node members (15) to form a space (1b) with the segment (1a) formed between the two adjacent node members (15). The catheter apparatus (10) can irradiate the entire diffuse tumor during one brachytherapy process without repeated placement of the catheter. Meanwhile, it can be smoothly inserted into the patient's narrow body cavity because there are no external balloons. A brachytherapy system adopts the catheter apparatus (10).

Abstract: A catheter apparatus (10) includes a tubular member (11); multiple fluid-flow pipe members (13), each having a proximal end (19) and a distal end (18), and being disposed along a first axial direction of the tubular member; multiple node members (15) disposed along a first axial direction of the tubular member, wherein two adjacent node members (15) form a segment (1a); and a periphery member (14), wherein the periphery member (14) wraps the multiple node members (15) to form a space (1b) with the segment (1a) formed between the two adjacent node members (15). The catheter apparatus (10) can irradiate the entire diffuse tumor during one brachytherapy process without repeated placement of the catheter. Meanwhile, it can be smoothly inserted into the patient's narrow body cavity because there are no external balloons. A brachytherapy system adopts the catheter apparatus (10).

Abstract: The invention provides a catheter apparatus, which includes an integrally formed multi-lumen pipeline structure having a proximal end direction and a distal end direction, wherein the multi-lumen pipeline structure includes a tubular structure and multiple fluid flow pipe structures, and the tubular structure and the multiple fluid flow pipe structures are disposed along a first axial direction of the multi-lumen pipeline structure; at least one pipe sleeve membrane element wrapped on the outer periphery of the multi-lumen pipeline structure, wherein the at least one pipe sleeve membrane element includes a strengthening structure and/or a buffering structure; and a pointed end which is jointed with the multi-lumen pipeline structure and is tightly fastened with the multi-lumen pipeline structure. The invention further provides a brachytherapy system using the catheter apparatus, which can be used for treating intracavitary tumors such as esophageal cancer or the like.

Abstract: The present application relates to a catheter apparatus including a tubular member, and four or more fluid-flow pipe members, each having a proximal end and a distal end, and each being disposed around a periphery of the tubular member along an axial direction thereof. Each of the four or more fluid-flow pipe members is provided with an independent positioning member at the distal end thereof, and the number of positioning members is four or more. A brachytherapy system and a method of reducing area of radiation exposure of normal tissue in a brachytherapy treatment using the catheter apparatus are also disclosed.

Abstract: The present application relates to a catheter apparatus including a tubular member, and four or more fluid-flow pipe members, each having a proximal end and a distal end, and each being disposed around a periphery of the tubular member along an axial direction thereof. Each of the four or more fluid-flow pipe members is provided with an independent positioning member at the distal end thereof, and the number of positioning members is four or more. A brachytherapy system and a method of reducing area of radiation exposure of normal tissue in a brachytherapy treatment using the catheter apparatus are also disclosed.