Abstract: A deep learning compiling method for neural network model is provided. A number of predetermined execution time values required to execute a number of predetermined schedules for each operation of a neural network model in a number of different hardware backends are estimated. Based on the predetermined execution time values, one of the predetermined schedules corresponding to each operation of the hardware backends is selected as a candidate schedule corresponding to each operation of the hardware backends. The candidate schedule corresponding to each operation of the hardware backends and the corresponding candidate execution time value are recorded in a table. An intermediate representation of the neural network model is split according to the table. According to the split intermediate representations and the table, a deep learning compiling process is executed to perform the operations on at least two different hardware backends.

Abstract: A microscope apparatus includes light source configured to generate an illuminating beam. The microscope apparatus further includes a first beam splitter configured to split the illuminating beam into a first component along a first path and a second component along a second path. The microscope apparatus further includes a movable reflector module along the second path. The microscope apparatus further includes a moving mechanism connected to the movable reflector module, wherein the moving mechanism is configured to move the movable reflector in a first direction for adjusting a length of the second path. The microscope apparatus further includes a second beam splitter configured to recombine the first component and the second component. The microscope apparatus further includes an observing device configured to receive the recombined first component and second component.

Abstract: A microscope apparatus includes light source configured to generate an illuminating beam. The microscope apparatus further includes a first beam splitter configured to split the illuminating beam into a first component along a first path and a second component along a second path. The microscope apparatus further includes a movable reflector module along the second path. The microscope apparatus further includes a moving mechanism connected to the movable reflector module, wherein the moving mechanism is configured to move the movable reflector in a first direction for adjusting a length of the second path. The microscope apparatus further includes a second beam splitter configured to recombine the first component and the second component. The microscope apparatus further includes an observing device configured to receive the recombined first component and second component.

Abstract: A microscope apparatus including an electromagnetic wave source configured to generate an illuminating electromagnetic wave. The microscope apparatus includes a first beam splitter configured to split the illuminating electromagnetic wave into a first component along a first path and a second component along a second path. The microscope apparatus includes a movable reflector module configured to adjust the second path. The microscope apparatus includes a second beam splitter configured to recombine the first component and the second component. The microscope apparatus includes an observing device arranged along the first path and configured to receive the recombined first component and second component. The microscope apparatus is configured to acquire, from the observing device, a phase image based on positioning of the movable reflector module and representative of an electric field distribution near an object located along the first path between the first beam splitter and the second beam splitter.

Abstract: A computer-implemented method of learning sensory media association includes receiving a first type of nontext input and a second type of nontext input; encoding and decoding the first type of nontext input using a first autoencoder having a first convolutional neural network, and the second type of nontext input using a second autoencoder having a second convolutional neural network; bridging first autoencoder representations and second autoencoder representations by a deep neural network that learns mappings between the first autoencoder representations associated with a first modality and the second autoencoder representations associated with a second modality; and based on the encoding, decoding, and the bridging, generating a first type of nontext output and a second type of nontext output based on the first type of nontext input or the second type of nontext input in either the first modality or the second modality.

Abstract: A supporting device including an upright, a diverting structure, a connecting element, a holder, and a counter-weight module is provided. The diverting structure includes a first diverting element disposed on the upright, and the connecting element is partially winding up the first diverting element. The holder is linked to the connecting element or the diverting structure. The holder is to support the display, and is slidably abutting against the upright. The counter-weight module is connected with the connecting element, slidably abutting against the upright, and opposite to the holder. When an external force is applied to move the display relative to the upright and the connecting element drives the counter-weight module to move simultaneously. When the external force is removed, the display is able to stop relative to the upright.

Abstract: Pre-processing before precise pattern matching of a target pattern from a stream of patterns. Including acquiring occurrence numbers of target elements in the target pattern, initializing the buffer, the buffer indicating a section in the stream of patterns, determining whether occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern, updating the buffer and then returning to the determining step, in response to determining that the occurrence numbers of the target elements in the buffer do not reach the occurrence numbers of the target elements in the target pattern, and outputting the elements in the buffer for subsequent processing, in response to determining that the occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern.

Abstract: A microscope apparatus including an electromagnetic wave source configured to generate an illuminating electromagnetic wave. The microscope apparatus includes a first beam splitter configured to split the illuminating electromagnetic wave into a first component along a first path and a second component along a second path. The microscope apparatus includes a movable reflector module configured to adjust the second path. The microscope apparatus includes a second beam splitter configured to recombine the first component and the second component. The microscope apparatus includes an observing device arranged along the first path and configured to receive the recombined first component and second component. The microscope apparatus is configured to acquire, from the observing device, a phase image based on positioning of the movable reflector module and representative of an electric field distribution near an object located along the first path between the first beam splitter and the second beam splitter.

Abstract: A supporting device including an upright, a diverting member, a connecting element, a holder, and an adjustable counter-weight module is provided. The diverting member is disposed on the upright, the connecting element is partially disposed around the diverting member, the holder is slidably disposed on the upright and connected to the connecting element, and the holder is to support the display. The adjustable counter-weight module is connected to the connecting element, and includes a plurality of counter-weight units. When an external force is applied to move the display relative to the upright, the connecting element drives the counter-weight units connected to the connecting element to move simultaneously. When the external force is removed, the display stops relative to the upright.

Abstract: A supporting device including an upright, a diverting structure, a connecting element, a holder, and a counter-weight module is provided. The diverting structure includes a first diverting element disposed on the upright, and the connecting element is partially winding up the first diverting element. The holder is linked to the connecting element or the diverting structure. The holder is to support the display, and is slidably abutting against the upright. The counter-weight module is connected with the connecting element, slidably abutting against the upright, and opposite to the holder. When an external force is applied to move the display relative to the upright and the connecting element drives the counter-weight module to move simultaneously. When the external force is removed, the display is able to stop relative to the upright.

Abstract: Pre-processing before precise pattern matching of a target pattern from a stream of patterns. Including acquiring occurrence numbers of target elements in the target pattern, initializing the buffer, the buffer indicating a section in the stream of patterns, determining whether occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern, updating the buffer and then returning to the determining step, in response to determining that the occurrence numbers of the target elements in the buffer do not reach the occurrence numbers of the target elements in the target pattern, and outputting the elements in the buffer for subsequent processing, in response to determining that the occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern.

Abstract: A microscope apparatus includes an electromagnetic wave source configured to generate an illuminating electromagnetic wave, a first beam splitter configured to split the illuminating electromagnetic wave into a first component along a first path and a second component along a second path, a movable reflector module configured to adjust a portion of the second path, and a second beam splitter configured to recombine the first component and the second component. An observing device is configured to receive the recombined first component and second component and the microscope apparatus is configured acquire a phase image from the observing device based on positioning of the movable reflector module and representative of an electric field distribution near an object located along the first path between the first beam splitter and the second beam splitter.

Abstract: Pre-processing before precise pattern matching of a target pattern from a stream of patterns. Including acquiring occurrence numbers of target elements in the target pattern, initializing the buffer, the buffer indicating a section in the stream of patterns, determining whether occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern, updating the buffer and then returning to the determining step, in response to determining that the occurrence numbers of the target elements in the buffer do not reach the occurrence numbers of the target elements in the target pattern, and outputting the elements in the buffer for subsequent processing, in response to determining that the occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern.

Abstract: Pre-processing before precise pattern matching of a target pattern from a stream of patterns. Including acquiring occurrence numbers of target elements in the target pattern, initializing the buffer, the buffer indicating a section in the stream of patterns, determining whether occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern, updating the buffer and then returning to the determining step, in response to determining that the occurrence numbers of the target elements in the buffer do not reach the occurrence numbers of the target elements in the target pattern, and outputting the elements in the buffer for subsequent processing, in response to determining that the occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern.

Abstract: Pre-processing before precise pattern matching of a target pattern from a stream of patterns. Including acquiring occurrence numbers of target elements in the target pattern, initializing the buffer, the buffer indicating a section in the stream of patterns, determining whether occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern, updating the buffer and then returning to the determining step, in response to determining that the occurrence numbers of the target elements in the buffer do not reach the occurrence numbers of the target elements in the target pattern, and outputting the elements in the buffer for subsequent processing, in response to determining that the occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern.

Abstract: A method for pattern matching finds a target pattern from a stream of patterns, both of the stream of patterns and the target pattern being comprised of elements. The method includes acquiring occurrence numbers of target elements in the target pattern, initializing the buffer, the buffer indicating a section in the stream of patterns, determining whether occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern, updating the buffer and then returning to the determining step, in response to determining that the occurrence numbers of the target elements in the buffer do not reach the occurrence numbers of the target elements in the target pattern, and outputting the elements in the buffer for subsequent processing, in response to determining that the occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern.

Abstract: Pre-processing before precise pattern matching of a target pattern from a stream of patterns. Including acquiring occurrence numbers of target elements in the target pattern, initializing the buffer, the buffer indicating a section in the stream of patterns, determining whether occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern, updating the buffer and then returning to the determining step, in response to determining that the occurrence numbers of the target elements in the buffer do not reach the occurrence numbers of the target elements in the target pattern, and outputting the elements in the buffer for subsequent processing, in response to determining that the occurrence numbers of the target elements in the buffer reach the occurrence numbers of the target elements in the target pattern.

Abstract: Method for determining one or more viewer affects evoked from visual content using visual sentiment analysis using a correlation model including a plurality of publisher affect concepts correlated with a plurality of viewer affect concepts includes detecting one or more of the plurality of publisher affect concepts present in selected visual content, and determining, using the correlation model, one or more of the plurality of viewer affect concepts corresponding to the one or more of the detected publisher affect concepts. A method for determining one or more visual content to evoke one or more viewer affects using visual sentiment analysis is also provided.

Abstract: A microscope apparatus includes an electromagnetic wave source configured to generate an illuminating electromagnetic wave, a first beam splitter configured to split the illuminating electromagnetic wave into a first component along a first path and a second component along a second path, a movable reflector module configured to adjust a portion of the second path, and a second beam splitter configured to recombine the first component and the second component. An observing device is configured to receive the recombined first component and second component and the microscope apparatus is configured acquire a phase image from the observing device based on positioning of the movable reflector module and representative of an electric field distribution near an object located along the first path between the first beam splitter and the second beam splitter.

Abstract: A microscope apparatus includes a condenser lens to make an illuminating electromagnetic wave relatively homogeneous, a first beam splitter splitting the illuminating electromagnetic wave after the condenser lens, a movable reflector module, a second beam splitter, an objective lens to project the illuminating electromagnetic wave propagating after an object to be observed toward an observing device. The object is loaded between the first beam splitter and the second beam splitter. The microscope apparatus is configured to split the illuminating electromagnetic wave into two paths at the first beam splitter. A first path goes through the first and the second beam splitters, and a second path goes through the movable reflector module to rejoin the first path at the second beam splitter. The microscope apparatus is configured acquire phase images with interferences of the electromagnetic wave from the two paths with at least two distance settings of the movable reflector module.