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公开(公告)号:US20230018914A1
公开(公告)日:2023-01-19
申请号:US17379893
申请日:2021-07-19
Applicant: X Development LLC
Inventor: Laura Valentine Chrobak , Peter Kimball , Barnaby John James , Julia Black Ling
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, that generate from a first pair and a second pair of images of livestock that are within an enclosure and that are taken at different times using a stereoscopic camera, at least two distance distributions of the aquatic livestock within the enclosure. The distance distributions can be used to determine a measure associated with an optical property of the water within the enclosure. A signal associated with the measure can be provided.
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公开(公告)号:US20240355116A1
公开(公告)日:2024-10-24
申请号:US18136184
申请日:2023-04-18
Applicant: X Development LLC
Inventor: Grace Calvert Young , Yangli Hector Yee , Julia Black Ling , Cory Drew Schillaci
IPC: G06V20/05 , G06V10/25 , G06V10/764 , G06V20/70
CPC classification number: G06V20/05 , G06V10/25 , G06V10/764 , G06V20/70 , G06V2201/07
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for processing aquatic life data, e.g., aquatic life images. One of the methods includes obtaining aquatic life data; identifying a first subset of the aquatic life data that is to be annotated by one or more data annotators to generate annotated aquatic life data and a second subset of the aquatic life data that is not to be annotated; providing the first subset of the aquatic life data to the one or more data annotators, the one or more data annotators processing the first subset of the aquatic life data to generate the annotated aquatic life data; providing the second subset of the aquatic life data to a data storage curator; and determining whether and, if so, which storage device in one or more storage devices to store the second subset of the aquatic life data.
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公开(公告)号:US20240070464A1
公开(公告)日:2024-02-29
申请号:US18453226
申请日:2023-08-21
Applicant: X Development LLC
Inventor: Alexandre Szenicer , Bertrand Louis Rene Delorme , Antoni Jordi Ballester , Julia Black Ling
IPC: G06N3/084
CPC classification number: G06N3/084
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for combining a simulator and neural network for predictions, such as predictions of Harmful Algal Bloom (HAB). One of the methods includes obtaining an estimate of a first number of marine-life cells representative of growth of the marine-life within a first region; providing the estimate to a prediction system that comprises (i) an ocean simulator and (ii) a trained network model, wherein the trained network model is trained to provide an indication of marine-life change using output from the ocean simulator; obtaining output from the prediction system, wherein the output indicates a second number of cells representative of growth of the marine-life within a second region; comparing the output to an output threshold; and in response to the output satisfying the output threshold, performing an action.
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公开(公告)号:US20240062114A1
公开(公告)日:2024-02-22
申请号:US18452044
申请日:2023-08-18
Applicant: X Development LLC
Inventor: Bertrand Louis Rene Delorme , Alexandre Szenicer , Antoni Jordi Ballester , Bianca Bahman , Julia Black Ling
CPC classification number: G06N20/00 , B64G1/1021 , A01G33/00 , G06Q50/02
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for predicting features of an aquatic ecosystem. One of the methods includes generating, using ground truth data, first training input, wherein the first training input includes training labels; generating an augmented dataset from multiple data sources as second training input, wherein the augmented dataset is generated using (i) bathymetric data and (ii) simulated data based on satellite data indicating one or more coastal ecosystems; and training the machine learning model using (i) the first training input and (ii) second training input, such that the machine learning model is trained to predict biomass growth.
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公开(公告)号:US11842473B2
公开(公告)日:2023-12-12
申请号:US17457338
申请日:2021-12-02
Applicant: X Development LLC
Inventor: Julia Black Ling , Laura Valentine Chrobak
CPC classification number: G06T7/0004 , A01K61/95 , G06N3/08
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for underwater camera biomass prediction aggregation. In some implementations, an exemplary method includes obtaining images of fish captured by an underwater camera; providing data of the images to a trained model; obtaining output of the trained model indicating the likelihoods that the biomass of fish are within multiple ranges; combining likelihoods of the output based on one or more ranges common to likelihoods of two or more fish to generate a biomass distribution; and determining an action based on the biomass distribution.
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公开(公告)号:US20240354666A1
公开(公告)日:2024-10-24
申请号:US18465016
申请日:2023-09-11
Applicant: X Development LLC
Inventor: Antoni Jordi Ballester , Bertrand Louis Rene Delorme , Alexandre Szenicer , Julia Black Ling , Bianca Bahman , Yangli Hector Yee
IPC: G06Q10/047 , G06Q10/083
CPC classification number: G06Q10/047 , G06Q10/083
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for determining elements of a shipping network. One of the methods includes obtaining environmental input data, wherein the environmental input data includes weather forecast data; providing the environmental input data to a circulation model; and providing output environmental condition from the circulation model to a machine learning model trained to generate a route for a ship.
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公开(公告)号:US20240303799A1
公开(公告)日:2024-09-12
申请号:US18490383
申请日:2023-10-19
Applicant: X Development LLC
Inventor: Julia Black Ling , Laura Valentine Chrobak
CPC classification number: G06T7/0004 , A01K61/95 , G06N3/08
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for underwater camera biomass prediction aggregation. In some implementations, an exemplary method includes obtaining images of fish captured by an underwater camera; providing data of the images to a trained model; obtaining output of the trained model indicating the likelihoods that the biomass of fish are within multiple ranges; combining likelihoods of the output based on one or more ranges common to likelihoods of two or more fish to generate a biomass distribution; and determining an action based on the biomass distribution.
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公开(公告)号:US20240202655A1
公开(公告)日:2024-06-20
申请号:US18463842
申请日:2023-09-08
Applicant: X Development LLC
Inventor: Antoni Jordi Ballester , Alexandre Szenicer , Bertrand Louis Rene Delorme , Yangli Hector Yee , Julia Black Ling
IPC: G06Q10/0835
CPC classification number: G06Q10/08355
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for determining elements of a shipping network. One of the methods includes obtaining environmental input data, wherein the environmental input data includes weather forecast data; providing the environmental input data to a circulation model; and providing output environmental condition from the circulation model to a machine learning model trained to generate a route for a ship.
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公开(公告)号:US20240147968A1
公开(公告)日:2024-05-09
申请号:US18349449
申请日:2023-07-10
Applicant: X Development LLC
Inventor: Laura Valentine Chrobak , Peter Kimball , Barnaby John James , Julia Black Ling
CPC classification number: A01K61/95 , A23K50/80 , G01N21/532 , G01N21/534 , G01N33/18 , G06F18/22 , G06N20/00 , G06V40/10
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, that generate from a first pair and a second pair of images of livestock that are within an enclosure and that are taken at different times using a stereoscopic camera, at least two distance distributions of the aquatic livestock within the enclosure. The distance distributions can be used to determine a measure associated with an optical property of the water within the enclosure. A signal associated with the measure can be provided.
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公开(公告)号:US20230337640A1
公开(公告)日:2023-10-26
申请号:US17729703
申请日:2022-04-26
Applicant: X Development LLC
Inventor: Julia Black Ling , Laura Valentine Chrobak
CPC classification number: A01K61/95 , A01K61/80 , A01K61/10 , A01K29/005 , G06T7/593
Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for monocular underwater camera biomass estimation. In some implementations, an exemplary method includes obtaining a plurality of images of fish captured by a monocular underwater camera; providing the plurality of images that were captured by the monocular underwater camera to a first model trained to detect one or more fish within the plurality of images; generating one or more values for each detected fish as a set of values; generating a biomass distribution of the fish based on the set of values; and determining an action based on the biomass distribution.
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