AR116766A1 - Técnicas de aprendizaje automático para identificar nubes y sombras de nubes en imágenes satelitales - Google Patents

Técnicas de aprendizaje automático para identificar nubes y sombras de nubes en imágenes satelitales

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AR116766A1
AR116766A1 ARP190102982A ARP190102982A AR116766A1 AR 116766 A1 AR116766 A1 AR 116766A1 AR P190102982 A ARP190102982 A AR P190102982A AR P190102982 A ARP190102982 A AR P190102982A AR 116766 A1 AR116766 A1 AR 116766A1
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cloud
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pixels
self
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Demir Devecigil
Xiaoyuan Yang
Wei Guan
Pramithus KHADKA
Ying She
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Climate Corp
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    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/10Complex mathematical operations
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
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    • G06T7/10Segmentation; Edge detection
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
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    • G06T2207/10032Satellite or aerial image; Remote sensing
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    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
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    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
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Abstract

En esta divulgación se describen sistemas y métodos para identificar nubes y sombras de nubes en imágenes satelitales. En una materialización, un sistema recibe una gran cantidad de imágenes de campos agronómicos producidas mediante el uso de una o más bandas de frecuencia. El sistema también recibe datos correspondientes que identifican la ubicación de nubes y sombras de nubes en las imágenes. El sistema entrena a un sistema de aprendizaje automático para identificar por lo menos la ubicación de nubes utilizando las imágenes como información y por lo menos datos que identifican píxeles como píxeles de nubes o píxeles que no son nubes como resultados. Cuando el sistema recibe una o más imágenes particulares de un campo agronómico en particular producidas usando las bandas de frecuencia, el sistema usa una o todas las imágenes particulares como información para el sistema de aprendizaje automático para identificar una gran cantidad de píxeles en una o todas las imágenes particulares como ubicaciones de nubes particulares.
ARP190102982A 2018-10-19 2019-10-18 Técnicas de aprendizaje automático para identificar nubes y sombras de nubes en imágenes satelitales AR116766A1 (es)

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US201862748293P 2018-10-19 2018-10-19

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US (3) US11256916B2 (es)
EP (1) EP3867872A4 (es)
CN (1) CN112889089B (es)
AR (1) AR116766A1 (es)
AU (1) AU2019362019A1 (es)
BR (1) BR112021006133A2 (es)
CA (1) CA3114956A1 (es)
MX (1) MX2021004475A (es)
WO (1) WO2020081909A1 (es)

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CN112889089A (zh) 2021-06-01
US20240013352A1 (en) 2024-01-11
MX2021004475A (es) 2021-06-04
US11769232B2 (en) 2023-09-26
US20220237911A1 (en) 2022-07-28
AU2019362019A1 (en) 2021-05-20
EP3867872A1 (en) 2021-08-25
US11256916B2 (en) 2022-02-22
EP3867872A4 (en) 2022-08-03
CA3114956A1 (en) 2020-04-23
US20200125844A1 (en) 2020-04-23
BR112021006133A2 (pt) 2021-06-29
CN112889089B (zh) 2024-03-05
WO2020081909A1 (en) 2020-04-23

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