SPEAKER SEPARATION METHOD AND DEVICE

    公开(公告)号:US20250140276A1

    公开(公告)日:2025-05-01

    申请号:US18928934

    申请日:2024-10-28

    Applicant: 42dot Inc.

    Abstract: Provided are a speaker separation method and device. A speaker separation method for separating an unknown number of speakers from a recorded mixture signal based on an encoder-decoder separation model, including: mapping the mixture signal to an N-dimensional latent representation using an encoder of the encoder-decoder separation model; inputting the N-dimensional latent representation into a separator of the encoder-decoder separation model, wherein the separator includes a dual-path processing block for modeling spectrotemporal patterns, a transformer decoder-based attractor (TDA) calculation module for handling an unknown number of speakers, and a triple-path processing block for modeling inter-speaker relations; performing speaker estimation for speaker separation using the separator to obtain source representations corresponding to the number of separated speakers; and outputting an audio signal for each source representation corresponding to the number of separated speakers using a decoder of the encoder-decoder separation model.

    METHOD AND APPARATUS FOR DETERMINING LANE’S CENTERLINE NETWORK

    公开(公告)号:US20240377205A1

    公开(公告)日:2024-11-14

    申请号:US18563938

    申请日:2022-05-26

    Applicant: 42DOT INC.

    Abstract: The disclosure relates to a method and an apparatus for determining a lane centerline network. A lane centerline network determination method according to an embodiment of the disclosure may include obtaining a driving trajectory of a vehicle by using a global positioning system (GPS) mounted on the vehicle, matching a road map with the driving trajectory, generating road feature information considering the driving trajectory based on an image captured by an image capturing device mounted on the vehicle, determining a position of a section node dividing a road on the road map into a plurality of sections based on the road feature information, determining a lane centerline placement for each section by determining a lane centerline for the traveling lane of the vehicle among a plurality of lanes included in the section based on the driving trajectory, and estimating lane centerlines for remaining lanes, determining a final longitudinal position of the section node based on reliability of the section node for each of driving trajectories through which the vehicle has passed a same road repeatedly, determining a section network connection relationship between the section, a previous section, and a next section based on the lane centerline placement for each section, determining a geometry of the lane centerline placement for each section based on reliability of a section link connecting the section nodes to each other, and generating a lane centerline network based on the section network connection relationship and a lane centerline geometry within the section.

    SENSOR DATA PROCESSING APPARATUS AND METHOD FOR AUTONOMOUS DRIVING

    公开(公告)号:US20240223732A1

    公开(公告)日:2024-07-04

    申请号:US18392447

    申请日:2023-12-21

    Applicant: 42dot Inc.

    Inventor: Dae Sung AHN

    CPC classification number: H04N7/181 B60W60/00 H04N7/035 B60W2420/403

    Abstract: Provided is a sensor data processing apparatus and method for autonomous driving. The sensor data processing apparatus for autonomous driving includes a receiver configured to receive a plurality of pieces of sensor data from a plurality of sensors, and a processor configured to obtain information related to the plurality of pieces of sensor data based on a generation time point of the plurality of pieces of sensor data, generate an event indicating an update of a synchronization data group and the plurality of pieces of sensor data based on the information, and transmit synchronized sensor data to a client based on the synchronization data group and the event.

    METHOD FOR GENERATING CIRCULAR TRAVELING ROUTE OF VEHICLE, DEVICE FOR GENERATING CIRCULAR TRAVELING ROUTE OF VEHICLE, AND RECORDING MEDIUM IN WHICH PROGRAM FOR EXECUTING METHOD FOR GENERATING CIRCULAR TRAVELING ROUTE OF VEHICLE IS RECORDED

    公开(公告)号:US20240060783A1

    公开(公告)日:2024-02-22

    申请号:US18259409

    申请日:2021-12-13

    Applicant: 42DOT INC.

    Inventor: Seung Hyun JI

    CPC classification number: G01C21/3446 G01C21/3476 G01C21/3461

    Abstract: Disclosed are a method of generating a circular traveling route of a vehicle, a device for generating a circular traveling route of a vehicle, and a recording medium in which a program for executing the method of generating a circular traveling route of a vehicle. The present disclosure is implemented through a process of receiving a request for generating a circular traveling route including information about a list of roads to be circulated, information about the number of repeated travels on the roads to be circulated, information about a preferred traveling direction at a road branch point, and information about a travelable time of the vehicle, grouping the list of roads to be circulated into a plurality of groups, determining a vehicle traveling sequence in the plurality of groups, and generating the circular traveling route of the vehicle on the basis of a vehicle traveling sequence in the determined plurality of groups, the information about the number of repeated travels on the roads to be circulated, and the information about the travelable time of the vehicle, by a route generation device. According to the present disclosure, an optimal circular traveling route for a vehicle, which needs to travel through the entire list of predetermined roads for a specific purpose, such as building a road map, obtaining image data, or performing road maintenance work, may be efficiently generated. In addition, according to the present disclosure, an optimal circular traveling route for a vehicle, which needs to repeatedly travel a list of predetermined roads a certain number of times depending on the purpose of vehicle travel, may be generated.

    METHOD FOR GENERATING TRAFFIC FLOW STATISTICAL DATA BY USING WIPER OPERATION INFORMATION OF VEHICLE, METHOD FOR CALCULATING ESTIMATED TIME OF ARRIVAL OF VEHICLE BY USING TRAFFIC FLOW STATISTICAL DATA GENERATED USING WIPER OPERATION INFORMATION OF VEHICLE, AND MANAGEMENT SERVER USED THEREFOR

    公开(公告)号:US20230386324A1

    公开(公告)日:2023-11-30

    申请号:US18245219

    申请日:2021-09-06

    Applicant: 42DOT INC.

    Inventor: Seung Hyun JI

    CPC classification number: G08G1/0112 G08G1/0125 G06Q50/30

    Abstract: A method of generating traffic flow statistical data by using wiper motion information of a vehicle, a method of calculating an estimated time of arrival, by using the traffic flow statistical data generated using the wiper motion information of the vehicle, and a management server used therein are provided. The present disclosure is implemented as the management server receives, from a vehicle, vehicle driving information including location information of the vehicle which is driving on a road and wiper motion information of the vehicle, and generates traffic flow statistical data of the road on which the vehicle is driving, based on the vehicle driving information. According to the present disclosure, traffic flow statistical data including weather information in units of roads may be obtained by generating traffic flow statistical data by using vehicle driving information including wiper motion information of a vehicle driving on a road. In addition, according to the present disclosure, an estimated time of arrival may be calculated based on traffic flow statistical data including weather information in units of roads, and thus, the estimated time of arrival that is calculated with very high accuracy, by considering the weather conditions of a road may be provided to a driver.

    Method and Device for Zero-Shot Speech Generation with Prosody Control and Random Speaker Generation

    公开(公告)号:US20240404509A1

    公开(公告)日:2024-12-05

    申请号:US18678560

    申请日:2024-05-30

    Applicant: 42dot Inc

    Abstract: Disclosed are a speech generation method and device for performing zero-shot speech generation by using prosody control and random speaker generation. The speech generation method may include: receiving paired text and speaker audio for an ith speaker and an jth utterance from a training set; inputting the speaker audio to a speaker encoder to perform extraction of a speaker identity, and obtaining first embedding representing a representation of the speaker identity; inputting the first embedding to a speaker quantizer and obtaining quantized second embedding; inputting the text and the first embedding to a text prior encoder and obtaining a first intermediate representation; inputting the first intermediate representation and the first embedding to a prosody predictor, adding a prosodic hidden representation to the first intermediate representation, and obtaining a second intermediate representation; inputting the second intermediate representation and the first embedding to an intermediate decoder, and obtaining a final representation; and converting the final representation to a waveform by using the decoder to generate speech.

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