Abstract: Provided is an image recognition method including the steps of: for a deep learning network that carries out object recognition on a random image, carrying out quantization corresponding to the number of a plurality of different bits to generate a plurality of quantization models respectively corresponding to the number of bits; receiving image data as an input for the deep learning network; determining the uncertainty of the input image data; selecting any one of the plurality of quantization models on the basis of the determined uncertainty; and recognizing an object from the image data by using the selected quantization model, and outputting, as the result of the object recognition, a label corresponding to the image data.

Abstract: A display apparatus including display panel, a rear case to cover a rear of the display panel and the rear case including a cable fixing hole to which a cable is fixed, a connector connected to the cable and fastened to the rear case so that the cable is connected to the rear case, a cable holder to surround a part of the cable and fixed to the cable fixing hole so that the cable is fixed to the rear case, and a clamp to fix the cable holder to the cable fixing hole, wherein the clamp includes a first hook to be fixed to the cable fixing hole, and a second hook having a different shape than a shape of the first hook and to be fixed to the cable fixing hole to have a greater fixing force than a fixing force of the first hook.

Abstract: A data transmitting apparatus is provided. The data transmitting apparatus includes a packet generator configured to generate a packet including a first sub packet and a second sub packet, and a transmitter configured to transmit the generated packet to a data receiving apparatus, and the first sub packet and the second sub packet include different audio data related to a first content.

Abstract: The present disclosure relates to a method for analyzing a malicious code by an electronic device, the method comprising the steps of: receiving an executable file; before the received executable file is installed, analyzing the executable file so as to collect suspected malicious code data from the executable file; normalizing the collected suspected malicious code data and analyzing the same on the basis of a probability model algorithm, so as to make a determination on the suspected malicious code data; and outputting the result of the determination.

Abstract: Provided are data transmitting apparatuses and methods, data receives apparatuses and methods, and data transceiving systems and methods. A data transmitting apparatus includes: a packet generator configured to generate an audio metadata packet; and a transmitter configured to transmit the generated audio metadata packet to a data receiving apparatus, wherein a header of the generated audio metadata packet includes a split screen information field in relation to audio data represented by the generated audio metadata packet.

Abstract: A data transmitting apparatus includes a packet generator which generates a plurality of packets regarding multi-channel audio sample data and transmitter which transmits the plurality of generated packets to a data receiving apparatus. Each of the plurality of packets includes an identifier field to distinguish a position or an order of the packets.

Abstract: A connector plug is provided. The connector plug includes: a first pin set positioned in a first row of the connector plug, which is configured to transmit and receive a data signal; and a second pin set positioned in a second row of the connector, which is configured to transmit and receive a data signal. Pins of the first pin set that belong to same type of pins of the second pin set, are positioned symmetrically with respect to the pins of the second pin set.

Abstract: A data transmitting apparatus is provided. The data transmitting apparatus includes a packet generator configured to generate a packet including a plurality of sub packets and a transmitter configured to transmit the generated packet to a data receiving apparatus. Each of the plurality of sub packets includes audio data corresponding to content among a plurality of contents.

Abstract: A data transmitting apparatus is disclosed. The data transmitting apparatus includes a block generator which generates an Extended Display Identification Data (EDID) block regarding multi-channel audio data; and a transmitter which transmits the EDID block to a data receiving apparatus, wherein the EDID block includes at least one of a first sub block representing 3D audio characteristics of the multi-channel audio data, a second sub block representing 3D speaker placement information of the multi-channel audio data, and a third sub block representing multi-stream audio characteristics of the multi-channel audio data.

Abstract: A data transmitting apparatus is disclosed. The data transmitting apparatus includes a block generator which generates an Extended Display Identification Data (EDID) block regarding multi-channel audio data; and a transmitter which transmits the EDID block to a data receiving apparatus, wherein the EDID block includes at least one of a first sub block representing 3D audio characteristics of the multi-channel audio data, a second sub block representing 3D speaker placement information of the multi-channel audio data, and a third sub block representing multi-stream audio characteristics of the multi-channel audio data.

Abstract: A connector plug is provided. The connector plug includes: a first pin set positioned in a first row of the connector plug, which is configured to transmit and receive a data signal; and a second pin set positioned in a second row of the connector, which is configured to transmit and receive a data signal. Pins of the first pin set that belong to same type of pins of the second pin set, are positioned symmetrically with respect to the pins of the second pin set.

Abstract: An electronic apparatus, including: a receptacle including: a plurality of pin groups electrically connectable to the plug connector including a plurality of plug terminals disposed on respective surfaces of the plug connector; a first pin group of the plurality of pin groups disposed on a first surface including a first pin; and a second pin group of the plurality of pin groups disposed on a second surface including a second pin; and a processor configured to detect a voltage value of the first pin, to detect a voltage value of the second pin, and to determine a connecting direction of the plug connector based on the detected voltage value of the first pin and the detected voltage value of the second pin

Abstract: A data transmitting apparatus is provided. The data transmitting apparatus includes a packet generator configured to generate a packet including a plurality of sub packets and a transmitter configured to transmit the generated packet to a data receiving apparatus. Each of the plurality of sub packets includes audio data corresponding to content among a plurality of contents.

Abstract: A data transmitting apparatus is provided. The data transmitting apparatus includes a packet generator configured to generate a packet including a plurality of sub packets and a transmitter configured to transmit the generated packet to a data receiving apparatus. Each of the plurality of sub packets includes audio data corresponding to content among a plurality of contents.

Abstract: A connector is providing for reducing near end cross-talk (NEXT). The connector includes a first pin set having sequentially arranged pins configured to transmit a uni-directional signal, a single ended pin adjacent to the first pin set, and a second pin set having sequentially arranged pins adjacent to the single ended pin and having sequentially arranged pins configured to transmit a bi-directional signal.

Abstract: A method and system for providing power saving for wired connected devices. The method includes determining a power saving mode by one or more of a first communication device and a second communication device based on one or more of a video content state and one or more un-allocated communication paths. A power saving operation is performed while using a wired link between the first communication device and the second communication device based on the determined power saving mode.

Abstract: Provided are data transmitting apparatuses and methods, data receives apparatuses and methods, and data transceiving systems and methods. A data transmitting apparatus includes: a packet generator configured to generate an audio metadata packet; and a transmitter configured to transmit the generated audio metadata packet to a data receiving apparatus, wherein a header of the generated audio metadata packet includes a split screen information field in relation to audio data represented by the generated audio metadata packet.

Abstract: A data transmitting apparatus is provided. The data transmitting apparatus includes a packet generator configured to generate a packet including a first sub packet and a second sub packet, and a transmitter configured to transmit the generated packet to a data receiving apparatus, and the first sub packet and the second sub packet include different audio data related to a first content.