Abstract: An image identification method is applied to an image surveillance apparatus and includes utilizing an object detecting function to generate a first bounding box and a second bounding box within a surveillance image, utilizing a foreground detecting function to generate a plurality of markers within the surveillance image, defining some of the plurality of markers which conform to the first bounding box as a first marker group and further defining other markers which do not conform to the first bounding box as a second marker group, determining whether the second marker group conforms to the second bounding box, and deciding whether the second bounding box belongs to an error of the object detecting function in accordance with a determination result.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for augmenting neural networks with an external memory. One of the systems includes a sparse memory access subsystem that is configured to perform operations comprising generating a sparse set of reading weights that includes a respective reading weight for each of the plurality of locations in the external memory using the read key, reading data from the plurality of locations in the external memory in accordance with the sparse set of reading weights, generating a set of writing weights that includes a respective writing weight for each of the plurality of locations in the external memory, and writing the write vector to the plurality of locations in the external memory in accordance with the writing weights.

Abstract: A convolutional neutral network identification efficiency increasing method is applied to a related device. The convolutional neutral network identification efficiency increasing method includes analyzing an input image to acquire foreground information, utilizing the foreground information to generate a foreground mask, and transforming the input image into an output image via the foreground mask. The output image is used to be an input of the convolutional neutral network identification for preferred object identification efficiency.

Abstract: A convolutional neutral network identification efficiency increasing method is applied to a related device. The convolutional neutral network identification efficiency increasing method includes analyzing an input image to acquire foreground information, utilizing the foreground information to generate a foreground mask, and transforming the input image into an output image via the foreground mask. The output image is used to be an input of the convolutional neutral network identification for preferred object identification efficiency.

Abstract: An object location estimating method with a timestamp alignment function is applied to an object location estimating device. The object location estimating method includes acquiring a plurality of first frames from a first camera, setting a first predetermined point of time, defining a first previous frame and a first next frame closest to the first predetermined point of time from the plurality of first frames, acquiring a first previous coordinate value of an object within the first previous frame and a first next coordinate value of the object within the first next frame, and utilizing the first previous coordinate value and the first next coordinate value to compute a first estimation coordinate value of the object at the first predetermined point of time.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for augmenting neural networks with an external memory. One of the systems includes a sparse memory access subsystem that is configured to perform operations comprising generating a sparse set of reading weights that includes a respective reading weight for each of the plurality of locations in the external memory using the read key, reading data from the plurality of locations in the external memory in accordance with the sparse set of reading weights, generating a set of writing weights that includes a respective writing weight for each of the plurality of locations in the external memory, and writing the write vector to the plurality of locations in the external memory in accordance with the writing weights.

Abstract: An insulation film of a signal transmission line includes a substrate layer, and a bonding layer arranged on the substrate layer for directly covering metal conductors of the signal transmission line, wherein the bonding layer is made of a polyolefin copolymer resin or a polyolefin resin mixture.

Abstract: A thermally conductive encapsulate comprising a thermally conductive composite layer having a thermal conductivity of 0.5 W/m*K to 8 W/m*K and an adhesive resin layer having a thermal conductivity of 0.05 W/m*K to 0.4 W/m*K is provided. A percentage of a thickness of the adhesive resin layer relative to a total thickness of the thermally conductive encapsulate ranges from 0.1% to 10%, and the thermally conductive encapsulate has an overall thermal impedance less than 0.72° C.-in2/W. Accordingly, the thermally conductive encapsulate not only provides sealing, insulating and adhesive properties, but also effectively dissipates the heat to the environment without increasing the thickness or volume of the solar cell module and without modifying the original encapsulation process, and thereby enhancing the solar cell module's conversion efficiency and increasing its power output.

Abstract: A portable computer includes a main body (10) and a handle (30). The handle can be used to serve as both a carrying handle for the computer and as a stand for holding the computer in a convenient position for use on a desk. A pair of grooves (13) is defined in two opposite sides of the rear portion of the main body, and a front end of each groove is bounded by an inclined wall (17). A slot (35) is defined in each of the two ends of the handle. A fastener is inserted through a corresponding stepped hole and slot, and engaged in a corresponding fixing hole.

Abstract: A lead holding apparatus is provided. The lead holding apparatus includes two brackets. The brackets form a receiving space so that leads can be received and held therein. Further, an opening is defined between top portions of the brackets. Opposing sides of the top portions of the brackets at the opening are smooth wavelike curves. An oblique maximum uniform width between the sides is slightly greater than a diameter of a lead, so that the lead can be passed through the opening and received into the receiving space conveniently. A non-oblique minimum uniform width between the sides is slightly less than the diameter of the lead, so that the lead can be held in the receiving space without escaping out through the opening.

Abstract: A portable computer includes a main body (10) and a handle (30). The handle can be used to serve as both a carrying handle for the computer and as a stand for holding the computer in a convenient position for use on a desk. A pair of grooves (13) is defined in two opposite sides of the rear portion of the main body, and a front end of each groove is bounded by an inclined wall (17). A slot (35) is defined in each of the two ends of the handle. A fastener is inserted through a corresponding stepped hole and slot, and engaged in a corresponding fixing hole.