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公开(公告)号：US20240202654A1
公开(公告)日：2024-06-20
申请号：US18460872
申请日：2023-09-05
申请人： X Development LLC
发明人： Yangli Hector Yee , Julia Black Ling , Antoni Jordi Ballester , Bertrand Louis Rene Delorme , Alexandre Szenicer
IPC分类号： G06Q10/0835 , G06F30/20
CPC分类号： G06Q10/08355 , G06F30/20
摘要： 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：US20240062514A1
公开(公告)日：2024-02-22
申请号：US18452379
申请日：2023-08-18
申请人： X Development LLC
发明人： Julia Black Ling , Cory Drew Schillaci , Yangli Hector Yee , Grace Calvert Young , Karan Jhavar
IPC分类号： G06V10/762 , G06V10/764 , G06V10/82 , G06V10/58 , G06V40/10 , G06V20/56 , G06V20/05
CPC分类号： G06V10/763 , G06V10/764 , G06V10/82 , G06V10/58 , G06V40/10 , G06V20/56 , G06V20/05
摘要： Methods, systems, and apparatus, including computer programs encoded on computer storage media, for Measuring and Quantifying Biodiversity in an Environment. One of the methods includes receiving a set of images representing the marine environment; identifying, by one or more processing devices within the set of images, objects representing marine life in the marine environment; classifying, by the one or more processing devices, the objects into multiple clusters based on feature vectors identified for each of the objects; and computing, by the one or more processing devices based on attributes associated with the multiple clusters, a metric indicative of the biodiversity in the marine environment.
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公开(公告)号：US20230360423A1
公开(公告)日：2023-11-09
申请号：US17736205
申请日：2022-05-04
申请人： X Development LLC
CPC分类号： G06V40/103 , G06V10/46 , G06V10/751 , G06N3/08
摘要： Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for underwater camera biomass prediction. In some implementations, an exemplary method includes obtaining one or more images of a population of fish captured by an underwater camera; providing data corresponding to the one or more images to a model trained to predict biomass values; obtaining output of the trained model including a predicted biomass value indicating a future biomass of a fish within the population of fish; and determining an action based on the predicted biomass value.
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公开(公告)号：US20230326226A1
公开(公告)日：2023-10-12
申请号：US17716797
申请日：2022-04-08
申请人： X Development LLC
摘要： 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 an image of a fish captured by a monocular underwater camera; providing the image of the fish to a depth perception model; obtaining output of the depth perception model indicating a depth-enhanced image of the fish data in the image; determining a biomass value estimate of the fish based on the output; and determining an action based on one or more biomass values estimates including the biomass value estimate of the fish.
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公开(公告)号：US20240061977A1
公开(公告)日：2024-02-22
申请号：US17890150
申请日：2022-08-17
申请人： X Development LLC
IPC分类号： G06F30/27
CPC分类号： G06F30/27 , G06F2113/08
摘要： In an aspect, there is provided a method that includes: obtaining a physics-based ocean simulation model that specifies multiple simulation parameters, obtaining data characterizing an ocean in a geographical region, determining initial values of the simulation parameters based on data characterizing the ocean in the geographical region, and determining adjusted values of the simulation parameters. Determining adjusted values can include performing a simulation using the initial values of the simulation parameters to determine an initial simulation output, evaluating a task-specific objective function that is based on a measure of disagreement between: (i) the initial simulation output, and (ii) a target value for the ocean in the geographical region, and determining adjusted values of the simulation parameters of the physics-based ocean simulation model.
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公开(公告)号：US20230177668A1
公开(公告)日：2023-06-08
申请号：US17457338
申请日：2021-12-02
申请人： X Development LLC
CPC分类号： G06T7/0004 , G06N3/08 , A01K61/95
摘要： 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：US20230018914A1
公开(公告)日：2023-01-19
申请号：US17379893
申请日：2021-07-19
申请人： X Development LLC
摘要： 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：US20240355115A1
公开(公告)日：2024-10-24
申请号：US18136175
申请日：2023-04-18
申请人： X Development LLC
IPC分类号： G06V20/05 , A01K61/10 , G06T7/20 , G06T7/70 , G06V10/74 , G06V10/762 , G06V10/764 , G06V20/70
CPC分类号： G06V20/05 , G06T7/20 , G06T7/70 , G06V10/761 , G06V10/762 , G06V10/764 , G06V20/70 , G06T2207/20081 , G06V2201/07
摘要： Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for processing aquatic life data, e.g., aquatic life image. One of the methods includes receiving aquatic life data comprising a plurality of aquatic life images from a user through a user interface; receiving, within the user interface, a first user request to use the aquatic life data to train a machine learning model; determining a data curator score for each aquatic life image; identifying, based on the data curator scores, a proper subset of the plurality of aquatic life images; providing the proper subset of the plurality of aquatic life images to one or more data annotators; receiving annotation data generated by the one or more data annotators; and providing the annotation data to a training system configured to train the machine learning model by using the annotation data.
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公开(公告)号：US20230329196A1
公开(公告)日：2023-10-19
申请号：US18133955
申请日：2023-04-12
申请人： X Development LLC
发明人： Pedro Montebello Milani , Jung Ook Hong , Rajesh Machhindranath Jadhav , Yangli Hector Yee , Cory Drew Schillaci , Julia Black Ling
CPC分类号： A01K61/95 , A01K63/003
摘要： Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for distribution-based machine learning. In some implementations, a method for distribution-based machine learning includes obtaining fish images from a camera device; generating predicted values using a machine learning model and one or more of the fish images; comparing the predicted values to distribution data representing features of multiple fish; and updating one or more parameters of the machine learning model based on the comparison.
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公开(公告)号：US20230064718A1
公开(公告)日：2023-03-02
申请号：US17465368
申请日：2021-09-02
申请人： X Development LLC
摘要： Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, that automate selection of configuration data. One of the methods includes obtaining meal configuration data relating to feeding livestock in an aquaculture environment that includes one or more feeding parameters relating to feeding farmed livestock and one or more criteria. Each of the one or more criteria can be associated with the one or more feeding parameters. Sensor data can be obtained that describes at least one property of the aquaculture environment. A selected set of feeding parameters can be selected using the obtained sensor data and the obtained feeding parameters. The selected set of feeding parameters can be provided to a feeding control subsystem.
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