-
公开(公告)号：US20200042903A1
公开(公告)日：2020-02-06
申请号：US16217362
申请日：2018-12-12
Applicant: Samsung Electronics Co., Ltd.
Inventor： Mohammad M. Moazzami , Anil Yadav
IPC: G06N20/20
Abstract: A method includes providing input data to a plurality of base models to generate a plurality of intermediate outputs. The base models are non-linear in that different base models are specialized differently such that the different base models are complementary to one another. Each of the base models is generated using a different base classification algorithm in a multi-layered machine learning system. The method also includes processing the intermediate outputs using a fusion model to generate a final output associated with the input data. The fusion model is generated using a meta classification algorithm in the multi-layered machine learning system. The method may also include training the classification algorithms, where training data used by each of at least one of the base classification algorithms is selected based on an uncertainty associated with at least one other of the base classification algorithms.
-
Patent Agency Ranking
公开(公告)号：US11967315B2
公开(公告)日：2024-04-23
申请号：US17660335
申请日：2022-04-22
Applicant: Samsung Electronics Co., Ltd.
Inventor： Vijendra R. Apsingekar , Pu Song , Mohammad M. Moazzami , Asif Ali
CPC classification number: G10L15/197 , G06N3/08 , G06N7/01 , G10L15/005 , G10L15/02 , G10L15/16 , G10L15/22 , G10L2015/223
Abstract: A method includes performing, using at least one processor, feature extraction of input audio data to identify extracted features associated with the input audio data. The method also includes detecting, using the at least one processor, a language associated with the input audio data by processing the extracted features using a plurality of language models, where each language model is associated with a different language. The method further includes directing, using the at least one processor, the input audio data to one of a plurality of automatic speech recognition (ASR) models based on the language associated with the input audio data.
-
公开(公告)号：US20220246143A1
公开(公告)日：2022-08-04
申请号：US17660335
申请日：2022-04-22
Applicant: Samsung Electronics Co., Ltd.
Inventor： Vijendra R. Apsingekar , Pu Song , Mohammad M. Moazzami , Asif Ali
Abstract: A method includes performing, using at least one processor, feature extraction of input audio data to identify extracted features associated with the input audio data. The method also includes detecting, using the at least one processor, a language associated with the input audio data by processing the extracted features using a plurality of language models, where each language model is associated with a different language. The method further includes directing, using the at least one processor, the input audio data to one of a plurality of automatic speech recognition (ASR) models based on the language associated with the input audio data.
-
公开(公告)号：US11741398B2
公开(公告)日：2023-08-29
申请号：US16217362
申请日：2018-12-12
Applicant: Samsung Electronics Co., Ltd.
Inventor： Mohammad M. Moazzami , Anil Yadav
IPC: G06N20/20
CPC classification number: G06N20/20
Abstract: A method includes providing input data to a plurality of base models to generate a plurality of intermediate outputs. The base models are non-linear in that different base models are specialized differently such that the different base models are complementary to one another. Each of the base models is generated using a different base classification algorithm in a multi-layered machine learning system. The method also includes processing the intermediate outputs using a fusion model to generate a final output associated with the input data. The fusion model is generated using a meta classification algorithm in the multi-layered machine learning system. The method may also include training the classification algorithms, where training data used by each of at least one of the base classification algorithms is selected based on an uncertainty associated with at least one other of the base classification algorithms.
-
公开(公告)号：US11322136B2
公开(公告)日：2022-05-03
申请号：US16731488
申请日：2019-12-31
Applicant: Samsung Electronics Co., Ltd.
Inventor： Vijendra R. Apsingekar , Pu Song , Mohammad M. Moazzami , Asif Ali
Abstract: A method includes performing, using at least one processor, feature extraction of input audio data to identify extracted features associated with the input audio data. The method also includes detecting, using the at least one processor, a language associated with each of multiple portions of the input audio data by processing the extracted features using a plurality of language models, where each language model is associated with a different language. In addition, the method includes directing, using the at least one processor, each portion of the input audio data to one of a plurality of automatic speech recognition (ASR) models based on the language associated with the portion of the input audio data.
-
公开(公告)号：US20200219492A1
公开(公告)日：2020-07-09
申请号：US16731488
申请日：2019-12-31
Applicant: Samsung Electronics Co., Ltd.
Inventor： Vijendra R. Apsingekar , Pu Song , Mohammad M. Moazzami , Asif Ali
Abstract: A method includes performing, using at least one processor, feature extraction of input audio data to identify extracted features associated with the input audio data. The method also includes detecting, using the at least one processor, a language associated with each of multiple portions of the input audio data by processing the extracted features using a plurality of language models, where each language model is associated with a different language. In addition, the method includes directing, using the at least one processor, each portion of the input audio data to one of a plurality of automatic speech recognition (ASR) models based on the language associated with the portion of the input audio data.
-
-
-
-
-
Search Results
6
records
(took 0.012 seconds)
