2results about How to "Unanimous response" patented technology

The application relates to the technical field of industrial anomaly detection, and discloses a rotation-invariant multi-prototype industrial anomaly detection method, which comprises the following steps: S1: obtaining an industrial image to be processed and a corresponding defect region frame-level label, and constructing a foreground mask and a background mask based on the frame-level label; S2: inputting the industrial image into a pre-trained feature extraction network, obtaining an initial feature map, and performing channel mapping and normalization processing on the initial feature map to obtain a normalized feature map; and S3: rotating the normalized feature map at least two different angles to obtain a feature map in each rotation direction. The rotation-invariant multi-prototype industrial anomaly detection method is based on a feature extraction network pre-trained on a large-scale data set, can make a heat map generation module converge only through a small number of training rounds, does not need to train a complex model from the beginning, and greatly reduces data demand, computing resource and training time cost.

This utility model relates to the technical field of temperature control equipment for pipe forming, and more particularly to a forming device for zoned temperature control of large-diameter thin-walled low-thermal-expansion pipes based on sodium-cooled fast reactors. The device includes: a forming mold, multiple first temperature control units, and multiple second temperature control units. The first and second temperature control units are evenly spaced along the axial direction of the forming mold, and are arranged opposite to each other. The first temperature control units are embedded in the outer wall of the forming mold, and the second temperature control units are embedded in the inner wall of the forming mold. During the forming of the large-diameter thin-walled low-thermal-expansion pipe, the heat generated by the first temperature control units acts on the outer wall area of ​​the large-diameter thin-walled low-thermal-expansion pipe, and the heat generated by the second temperature control units acts on the inner wall area of ​​the large-diameter thin-walled low-thermal-expansion pipe. This utility model, through zoned temperature control of the inner and outer walls, can reduce the temperature difference between the inner and outer surfaces of the large-diameter thin-walled low-thermal-expansion pipe, thereby improving the forming effect of the large-diameter thin-walled low-thermal-expansion pipe.