Abstract: The present invention disclose a medical image-based system for predicting lesion classification and a method thereof. The system comprises a feature data extracting module for providing a raw feature data based on a medical image, and a predicting module for outputting a predicted class and a risk index according to the raw feature data. The predicting module comprises a classification unit for generating the predicted class and a prediction score corresponding thereto according to the raw feature data, and a risk evaluation unit for generating the risk index according to the prediction score. The system provides medical personnels a reference score and a risk index to determine progression of a certain disease.

Abstract: An image segmentation method includes the following steps: obtaining a target image; inputting the target image into a machine learning model to obtain an image segmentation parameter value corresponding to the target image; executing an image segmentation algorithm on the target image according to the image segmentation parameter value to obtain an image segmentation result, wherein the image segmentation result is segmenting the target image into object regions; and displaying the image segmentation result. In addition, an electronic device and storage medium using the method are also provided.

Abstract: The present invention relates to a method for measuring muscle mass, including: a first selection step, wherein a frame selection information is obtained by using a frame to select a fascia region from a provided computed tomography image under the condition that the window width ranges from 300 HU to 500 HU and the window level ranges from 40 HU to 50 HU, wherein the selected range of the fascia region includes a muscle; and a second selection step, wherein a muscle information of the muscle is obtained by calculating a pixel value in the frame-selected fascia region under the condition that the HU value of the CT image ranges from ?29 HU to 150 HU.

Abstract: A separable footwear article comprising an outsole oriented at a bottom of the footwear and configured for ground contact, the outsole comprising a first material, an upper portion comprising a second material different from the first material, and a welt positioned between the outsole and the upper. The welt is releasably coupled to the outsole with a first thread using a first stitching technique, and releasably coupled to the upper portion with a second thread using a second stitching technique. The outsole, the upper portion, and the welt are configured to be separated upon receipt of a pulling force upon the first thread and the second thread sufficient to remove the first thread and the second thread from the footwear article.

Abstract: A separable footwear article comprising an outsole oriented at a bottom of the footwear and configured for ground contact, the outsole comprising a first material, an upper portion comprising a second material different from the first material, and a welt positioned between the outsole and the upper. The welt is releasably coupled to the outsole with a first thread using a first stitching technique, and releasably coupled to the upper portion with a second thread using a second stitching technique. The outsole, the upper portion, and the welt are configured to be separated upon receipt of a pulling force upon the first thread and the second thread sufficient to remove the first thread and the second thread from the footwear article.

Abstract: A separable footwear article may comprise an outsole oriented at the bottom of the footwear and configured for ground contact, the outsole comprising a first material; an upper portion releasably coupled to the outsole with thread using chain stitching, the upper portion comprising a second material different from the first material; and an insole removeably disposed adjacent the upper portion and the outsole, the insole comprising a third material different from the first material and the second material; wherein the outsole, the upper portion, and insole are capable of being separated by releasing the thread and hand pulling the thread from the footwear article.

Abstract: A separable footwear article may comprise an outsole oriented at the bottom of the footwear and configured for ground contact, the outsole comprising a first material; an upper portion releasably coupled to the outsole with thread using chain stitching, the upper portion comprising a second material different from the first material; and an insole removeably disposed adjacent the upper portion and the outsole, the insole comprising a third material different from the first material and the second material; wherein the outsole, the upper portion, and insole are capable of being separated by releasing the thread and hand pulling the thread from the footwear article.

Abstract: A separable footwear article may comprise an outsole oriented at the bottom of the footwear and configured for ground contact, the outsole comprising a first material; an upper portion releasably coupled to the outsole with thread using chain stitching, the upper portion comprising a second material different from the first material; and an insole removeably disposed adjacent the upper portion and the outsole, the insole comprising a third material different from the first material and the second material; wherein the outsole, the upper portion, and insole are capable of being separated by releasing the thread and hand pulling the thread from the footwear article.

Abstract: A method of manufacturing a waterproof bootie comprises cutting a membrane to result in at least a first bootie portion and a second bootie portion; coupling the first bootie portion to the second bootie portion to form a bootie; arranging a knit upper adjacent the bootie; and activating the heat-activated adhesive to couple the knit upper to the bootie.