According to data from Tianyancha, Beijing Baidu Netcom Science and Technology Co., Ltd. has officially been granted a patent titled 'Image Segmentation Sample Generation Method, Apparatus, and Device.' The patent's authorization announcement number is CN116129122B, with the authorization officially announced on October 17, 2025. The patent application was initially submitted on February 24, 2023. This patent is rooted in the domains of computer vision, image processing, and deep learning technologies within the broader field of artificial intelligence. It holds particular promise for applications in medical image segmentation and other relevant scenarios. The core method involves acquiring an image classification sample set that includes multiple category labels. An image classification model is then employed to determine the weights of each pixel point in relation to these category labels. Based on these weights, positive and negative label pixel points are selected, ultimately leading to the generation of an image segmentation sample set. This innovative approach allows for the acquisition of a substantial number of samples at a reduced cost, while also significantly enhancing the efficiency of sample generation.