Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for processing images using self-attention based neural networks. One of the methods includes obtaining one or more images comprising a plurality of pixels; determining, for each image of the one or more images, a plurality of image patches of the image, wherein each image patch comprises a different subset of the pixels of the image; processing, for each image of the one or more images, the corresponding plurality of image patches to generate an input sequence comprising a respective input element at each of a plurality of input positions, wherein a plurality of the input elements correspond to respective different image patches; and processing the input sequences using a neural network to generate a network output that characterizes the one or more images, wherein the neural network comprises one or more self-attention neural network layers.

Abstract: The present invention relates to curable liquid coverlay compositions comprising polyamideimide resins for use in curable compositions for use as protective coverlay coatings for metal clad laminate materials in electronic components, such as flexible circuit boards. In particular, the invention relates to liquid coverlay compositions comprising polyamideimides having a terminal isocyanate group blocked by a thermally-dissociatable isocyanate-blocking group and the use of such compositions in preparation of flexible electronic components.

Abstract: The present invention relates to curable, liquid, adhesive compositions comprising polyamideimide resins for use in bonding layers of material in metal clad laminate materials for electronic components, such as flexible circuit boards. In particular, the invention relates to liquid adhesive compositions comprising polyamideimides having a terminal isocyanate group blocked by a thermally-dissociatable isocyanate-blocking group and the use of such compositions in preparation of flexible electronic components.

Abstract: The present invention relates to curable liquid coverlay compositions comprising polyamideimide resins for use in curable compositions for use as protective coverlay coatings for metal clad laminate materials in electronic components, such as flexible circuit boards. In particular, the invention relates to liquid coverlay compositions comprising polyamideimides having a terminal isocyanate group blocked by a thermally-dissociatable isocyanate-blocking group and the use of such compositions in preparation of flexible electronic components.

Abstract: A method for measuring a bias voltage of plural sense amplifiers in a memory device is provided. The method includes the steps of: selecting the plural sense amplifiers as a measurement area, writing a midlevel voltage into the respective memory cell modules connected to the plural the sense amplifiers respectively, providing a reference voltage of the midlevel voltage into the plural sense amplifiers in the measurement area, recording output signals of the plural sense amplifiers, wherein the output signal is valued one of “0” and “1”, counting numbers of “0” and “1”, and obtaining a ratio of the number of “0” over the number of “1”, and obtaining the bias voltage of the plural sense amplifiers in the measurement area as the ratio.

Abstract: A method for measuring a bias voltage of plural sense amplifiers in a memory device is provided. The method includes the steps of: selecting the plural sense amplifiers as a measurement area, writing a midlevel voltage into the respective memory cell modules connected to the plural the sense amplifiers respectively, providing a reference voltage of the midlevel voltage into the plural sense amplifiers in the measurement area, recording output signals of the plural sense amplifiers, wherein the output signal is valued one of “0” and “1”, counting numbers of “0” and “1”, and obtaining a ratio of the number of “0” over the number of “1”, and obtaining the bias voltage of the plural sense amplifiers in the measurement area as the ratio.