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公开(公告)号:US20220114380A1
公开(公告)日:2022-04-14
申请号:US17494979
申请日:2021-10-06
Applicant: NEC Laboratories America, Inc.
Inventor: Murugan Sankaradas , Kunal Rao , Yi Yang , Biplob Debnath , Utsav Drolia , Srimat Chakradhar , Amit Redkar , Ravi Kailasam Rajendran
Abstract: A method for real-time cross-spectral object association and depth estimation is presented. The method includes synthesizing, by a cross-spectral generative adversarial network (CS-GAN), visual images from different data streams obtained from a plurality of different types of sensors, applying a feature-preserving loss function resulting in real-time pairing of corresponding cross-spectral objects, and applying dual bottleneck residual layers with skip connections to accelerate real-time inference and to accelerate convergence during model training.
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公开(公告)号:US20220114369A1
公开(公告)日:2022-04-14
申请号:US17497246
申请日:2021-10-08
Applicant: NEC Laboratories America, Inc.
Inventor: Biplob Debnath , Srimat Chakradhar , Yi Yang , Neisarg Dave
Abstract: Systems and methods for video analytic processing with neuro-symbolic artificial intelligence are provided. These systems and methods include detecting and extracting one or more objects from one or more video frames, and identifying the attributes associated with each of the one or more objects. These further include extracting context from a question, and compiling a series of inquiries to identify the information needed to answer the question and identify missing information. These further include storing intermediate information about the extracted objects and identified attributes, and determining whether the question requires further modeling of data to obtain missing information. These further include mining the one or more video frames for missing information, and compiling the intermediate information from the data storage and missing information based on the context of the question to produce a final answer.
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公开(公告)号:US20200293759A1
公开(公告)日:2020-09-17
申请号:US16814453
申请日:2020-03-10
Applicant: NEC Laboratories America, Inc.
Inventor: Biplob Debnath , Giuseppe Coviello , Srimat Chakradhar , Debayan Deb
Abstract: Methods and systems for image clustering include matching a new image to a representative image of a cluster. The new image is set as a representative of the cluster with a first time limit. The new image is set as a representative of the cluster with a second time limit, responsive to a determination that the new image has matched at least one incoming image during the first time limit.
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公开(公告)号:US10678669B2
公开(公告)日:2020-06-09
申请号:US15956381
申请日:2018-04-18
Applicant: NEC Laboratories America, Inc.
Inventor: Biplob Debnath , Hui Zhang
Abstract: A system and method are provided for pattern discovery in input heterogeneous logs having unstructured text content and one or more fields. The system includes a memory. The system further includes a processor in communication with the memory. The processor runs program code to preprocess the input heterogeneous logs to obtain pre-processed logs by splitting the input heterogeneous logs into tokens. The processor runs program code to generate seed patterns from the preprocessed logs. The processor runs program code to generate final patterns by specializing a selected set of fields in each of the seed patterns to generate a final pattern set.
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公开(公告)号:US20180060314A1
公开(公告)日:2018-03-01
申请号:US15659131
申请日:2017-07-25
Applicant: NEC Laboratories America, Inc.
Inventor: Jianwu Xu , Biplob Debnath , Hui Zhang , Guofei Jiang
IPC: G06F17/30
CPC classification number: G06F16/1794 , G06F16/258
Abstract: Methods and systems for log management include pre-processing heterogeneous logs and performing a log management action on the pre-processed plurality of heterogeneous logs. Pre-processing the logs includes performing a fixed tokenization of the heterogeneous logs based on a predefined set of symbols, performing a flexible tokenization of the heterogeneous logs based on a user-defined set of rules, converting timestamps in the heterogeneous logs to a single target timestamp format, and performing structural log tokenization of the heterogeneous logs based on user-defined structural information.
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公开(公告)号:US20250061118A1
公开(公告)日:2025-02-20
申请号:US18800781
申请日:2024-08-12
Applicant: NEC Laboratories America, Inc.
Inventor: Biplob Debnath , Md Adnan Arefeen , Srimat Chakradhar
IPC: G06F16/2457 , G06N3/092
Abstract: Methods and systems for context reduction include identifying a context document relating to a query. A number of sentences of the context document to preserve is determined. The sentences of the context document are ranked according to respective similarities between the sentences and the query. A reduced context is generated that preserves the determined number of highest ranked sentences of the context document and eliminates other sentences from the context document. The query is executed with a language model, including the reduced context in a prompt, to generate a response.
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公开(公告)号:US11810351B2
公开(公告)日:2023-11-07
申请号:US17497246
申请日:2021-10-08
Applicant: NEC Laboratories America, Inc.
Inventor: Biplob Debnath , Srimat Chakradhar , Yi Yang , Neisarg Dave
CPC classification number: G06V20/41 , G06N3/02 , G06T7/20 , G06V20/49 , G06T2207/10016 , G06T2207/20081 , G06T2207/20084
Abstract: Systems and methods for video analytic processing with neuro-symbolic artificial intelligence are provided. These systems and methods include detecting and extracting one or more objects from one or more video frames, and identifying the attributes associated with each of the one or more objects. These further include extracting context from a question, and compiling a series of inquiries to identify the information needed to answer the question and identify missing information. These further include storing intermediate information about the extracted objects and identified attributes, and determining whether the question requires further modeling of data to obtain missing information. These further include mining the one or more video frames for missing information, and compiling the intermediate information from the data storage and missing information based on the context of the question to produce a final answer.
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28.
公开(公告)号:US11196758B2
公开(公告)日:2021-12-07
申请号:US15889666
申请日:2018-02-06
Applicant: NEC Laboratories America, Inc.
Inventor: Hui Zhang , Jianwu Xu , Biplob Debnath
Abstract: Systems and methods for enabling automated log analysis with controllable resource requirements are provided. A training set for log pattern learning is generated based on heterogeneous logs generated by a computer system. An incremental learning process is implemented to generate a set of log patterns from the training set. The heterogeneous logs are parsed using the set of log patterns. A set of applications is applied to the parsed logs.
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公开(公告)号:US20210319226A1
公开(公告)日:2021-10-14
申请号:US17194911
申请日:2021-03-08
Applicant: NEC Laboratories America, Inc.
Inventor: Biplob Debnath , Srimat Chakradhar , Giuseppe Coviello , Murugan Sankaradas
Abstract: Methods and systems for video analysis and response include detecting face images within video streams. Noisy images are filtered from the detected face images. Batches of the remaining detected face images are clustered to generate mini-clusters, constrained by temporal locality. The mini-clusters are globally clustered to generate merged clusters formed of face images for respective people, using camera-chain information to constrain a set of the video streams being considered. Analytics are performed on the merged clusters to identify a tracked individual's movements through an environment. A response is performed to the tracked individual's movements.
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公开(公告)号:US20210319212A1
公开(公告)日:2021-10-14
申请号:US17197431
申请日:2021-03-10
Applicant: NEC Laboratories America, Inc.
Inventor: Biplob Debnath , Srimat Chakradhar
Abstract: Methods and systems for face recognition and response include extracting a face image from a video stream. A pre-processed index is searched for a watchlist image that matches the face image, based on a similarity distance that is computed from a normalized similarity score to satisfy metric properties. The index of the watchlist includes similarity distances between face images stored in the watchlist. An action is performed responsive to a determination that the extracted face image matches the watchlist image.
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