The described technology is directed towards sending metadata related to a video to a client device, such as events that describe a portion of that video, such as in a hidden stream. In one or more implementations, the enhanced metadata comprises nodes used to build part of a relationship graph. This allows interested clients to switch between the feature playback and interacting with the metadata. Further, searches through the enhanced metadata may be performed to find matching video portions, and summaries or highlights of one or more videos may be assembled by accessing information in the enhanced metadata.

A data processing method comprises: if detecting that number of image data to be transferred is greater than zero, and a first available storage space of a FIFO memory is greater than or equal to a storage space occupied by N input image data, transferring the N input image data in a first memory to the first FIFO memory; if detecting that number of weight data to be transferred is greater than zero, and a second available storage space of a second FIFO memory is greater than or equal to a storage space occupied by M weight data, transferring the M weight data in a second memory to the second FIFO memory; when number of the input image data cached in the first FIFO memory and number of the weight data cached in the second FIFO memory are greater than or equal to 1, performing convolution operation on input image data i read from the first FIFO memory and weight data w read from the second FIFO memory to obtain output image data corresponding to an output index of the weight data w.

A data processing method comprises: if detecting that number of image data to be transferred is greater than zero, and a first available storage space of a FIFO memory is greater than or equal to a storage space occupied by N input image data, transferring the N input image data in a first memory to the first FIFO memory; if detecting that number of weight data to be transferred is greater than zero, and a second available storage space of a second FIFO memory is greater than or equal to a storage space occupied by M weight data, transferring the M weight data in a second memory to the second FIFO memory; when number of the input image data cached in the first FIFO memory and number of the weight data cached in the second FIFO memory are greater than or equal to 1, performing convolution operation on input image data i read from the first FIFO memory and weight data w read from the second FIFO memory to obtain output image data corresponding to an output index of the weight data w.

Novel techniques are described for lock-free sharing of a circular buffer. Embodiments can provide shared, lock-free, constant-bitrate access by multiple consumer systems to a live stream of audiovisual information being recorded to a circular buffer by a producer. For example, when a producer system writes a data stream to the circular buffer, the producer system records shared metadata. When a consumer system desires to begin reading from the shared buffer at a particular time, the shared metadata is used to compute a predicted write pointer location and corresponding dirty region around the write pointer at the desired read time. A read pointer of the consumer system can be set to avoid the dirty region, thereby permitting read access to a stable region of the circular buffer without relying on a buffer lock.

A system and method of avoiding loss of memory trace data, including monitoring a first-in-first-out (FIFO) buffer to determine if the FIFO buffer has overflowed due to memory access, determining whether an overflow of the FIFO buffer is acceptable, changing an operating mode of a target system if overflow of the FIFO buffer is unacceptable to avoid FIFO buffer overflow, and collecting memory trace data on the memory accesses.

A system and method of avoiding loss of memory trace data, including monitoring a first-in-first-out (FIFO) buffer to determine if the FIFO buffer has overflowed due to memory access, determining whether an overflow of the FIFO buffer is acceptable, changing an operating mode of a target system if overflow of the FIFO buffer is unacceptable to avoid FIFO buffer overflow, and collecting memory trace data on the memory accesses.

A data processing method comprises: if detecting that a number of image data to be transferred is greater than zero wherein the number of image data is a product of a number of input image data and a number of output image data, and a first available storage space of a FIFO memory is greater than or equal to a storage space occupied by an N number of input image data, transferring the N input image data in a first memory to the first FIFO memory; if detecting that a number of weight data to be transferred is greater than zero wherein the number of weight data is a product of the number of input image data and the number of output image data, and a second available storage space of a second FIFO memory is greater than or equal to a storage space occupied by an M number of weight data, transferring the M weight data in a second memory to the second FIFO memory; when the number of input image data cached in the first FIFO memory and the number of weight data cached in the second FIFO memory are greater than or equal to 1, performing a convolution operation on input image data i read from the first FIFO memory and weight data w read from the second FIFO memory to obtain output image data corresponding to an output index of the weight data w, wherein N, M, i, and w are integers.

A data processing method comprises: if detecting that a number of image data to be transferred is greater than zero wherein the number of image data is a product of a number of input image data and a number of output image data, and a first available storage space of a FIFO memory is greater than or equal to a storage space occupied by an N number of input image data, transferring the N input image data in a first memory to the first FIFO memory; if detecting that a number of weight data to be transferred is greater than zero wherein the number of weight data is a product of the number of input image data and the number of output image data, and a second available storage space of a second FIFO memory is greater than or equal to a storage space occupied by an M number of weight data, transferring the M weight data in a second memory to the second FIFO memory; when the number of input image data cached in the first FIFO memory and the number of weight data cached in the second FIFO memory are greater than or equal to 1, performing a convolution operation on input image data i read from the first FIFO memory and weight data w read from the second FIFO memory to obtain output image data corresponding to an output index of the weight data w, wherein N, M, i, and w are integers.

A semiconductor device including a FIFO circuit in which a data capacity can be increased while minimizing an increase in a circuit scale is provided. The semiconductor device includes a single-port type storage unit (11) which stores data, a flip-flop (12) which temporarily stores write data (FIFO input) or read data (FIFO output) of the storage unit (11), and a control unit (14, 40) which controls a write timing of a data signal, which is stored in the flip-flop (12), to the storage unit (11) or a read timing of the data signal from the storage unit to avoid an overlap between a write operation and a read operation in the storage unit (11).

An imaging apparatus including a frame buffer executes high-speed shooting consecutively in plural sessions.

An imaging element includes a buffer, an image producing unit, a managing unit, and an output unit. The image producing unit produces an image in the case where an empty capacity of any of plural areas in the buffer exceeds a predetermined threshold value. The managing unit causes an area whose empty capacity exceeds the predetermined threshold value, of the plural areas to retain the image as a buffering image. The output unit extracts the buffering image from the buffer and outputting the buffering image, in order of the retention of the buffering image.