System and method for providing bounding box to fractured body parts in musculoskeletal x-ray

A system (100) for providing one or more bounding boxes (501) to fractured body parts in musculoskeletal X-ray image, characterized in that, the system (100) comprises:

• a memory (203);
• a processor (201) coupled with the memory (203), wherein the processor (201) is configured to execute programmed instructions stored in the memory (203);
• a data collection module (205), wherein data collected by the data collection module (205) corresponds to an input x-ray image (101);
• a fracture detection module (206) for providing the one or more bounding boxes (501) to one or more fractured body parts based on collected data, using a segmentation model (207) and an object detection model (208) based on artificial intelligence, wherein the segmentation model (207) and the object detection model (208) carried out by the processor (201),
• wherein the segmentation model (207) is configured to perform steps of:
• processing the input x-ray image (101) to determine a segmentation score for each pixel (403) of a plurality of pixels of the input x-ray image (101);
• comparing the segmentation score of each pixel (403) with a segmentation threshold of a fracture to generate a segmentation mask (404);
• wherein the object detection model (208) is configured to perform steps of:
• processing the input x-ray image (101) to determine the rectangular coordinates value (406) of the one or more body parts in the input x-ray image (101);
• performing by an overlapping module (209), overlapping of the generated segmentation mask (404) and the rectangular coordinates value (406) of the one or more body parts to provide the bounding boxes (501) to each of the one or more fractured body parts.