MX2021006830A - Mapeo de anomalias de campo utilizando imagenes digitales y modelos de aprendizaje por maquina. - Google Patents

Mapeo de anomalias de campo utilizando imagenes digitales y modelos de aprendizaje por maquina.

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Publication number
MX2021006830A
MX2021006830A MX2021006830A MX2021006830A MX2021006830A MX 2021006830 A MX2021006830 A MX 2021006830A MX 2021006830 A MX2021006830 A MX 2021006830A MX 2021006830 A MX2021006830 A MX 2021006830A MX 2021006830 A MX2021006830 A MX 2021006830A
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Mexico
Prior art keywords
parcel
map
machine learning
images
generate
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MX2021006830A
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English (en)
Inventor
Boyan Peshlov
Weilin Wang
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Climate Llc
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Publication of MX2021006830A publication Critical patent/MX2021006830A/es

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    • G06—COMPUTING OR CALCULATING; COUNTING
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    • A01B—SOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS, DETAILS, OR ACCESSORIES OF AGRICULTURAL MACHINES OR IMPLEMENTS, IN GENERAL
    • A01B69/00—Steering of agricultural machines or implements; Guiding agricultural machines or implements on a desired track
    • A01B69/007—Steering or guiding of agricultural vehicles, e.g. steering of the tractor to keep the plough in the furrow
    • A01B69/008—Steering or guiding of agricultural vehicles, e.g. steering of the tractor to keep the plough in the furrow automatic
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64C—AEROPLANES; HELICOPTERS
    • B64C39/00—Aircraft not otherwise provided for
    • B64C39/02—Aircraft not otherwise provided for characterised by special use
    • G—PHYSICS
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    • G06N3/045—Combinations of networks
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    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
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    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
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    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
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    • G06—COMPUTING OR CALCULATING; COUNTING
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    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
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    • A—HUMAN NECESSITIES
    • A01—AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
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    • A01B79/00—Methods for working soil
    • A01B79/005—Precision agriculture
    • A—HUMAN NECESSITIES
    • A01—AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
    • A01G—HORTICULTURE; CULTIVATION OF VEGETABLES, FLOWERS, RICE, FRUIT, VINES, HOPS OR SEAWEED; FORESTRY; WATERING
    • A01G25/00—Watering gardens, fields, sports grounds or the like
    • A01G25/16—Control of watering
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U2101/00—UAVs specially adapted for particular uses or applications
    • B64U2101/30—UAVs specially adapted for particular uses or applications for imaging, photography or videography
    • B—PERFORMING OPERATIONS; TRANSPORTING
    • B64—AIRCRAFT; AVIATION; COSMONAUTICS
    • B64U—UNMANNED AERIAL VEHICLES [UAV]; EQUIPMENT THEREFOR
    • B64U2101/00—UAVs specially adapted for particular uses or applications
    • B64U2101/30—UAVs specially adapted for particular uses or applications for imaging, photography or videography
    • B64U2101/32—UAVs specially adapted for particular uses or applications for imaging, photography or videography for cartography or topography
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
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    • G06T2207/10024—Color image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
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    • G—PHYSICS
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    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10032—Satellite or aerial image; Remote sensing
    • G06T2207/10036—Multispectral image; Hyperspectral image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10048—Infrared image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20021—Dividing image into blocks, subimages or windows
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
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    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30181—Earth observation
    • G06T2207/30188—Vegetation; Agriculture
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G06V10/44—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G06V10/443—Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
    • G06V10/449—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
    • G06V10/451—Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
    • G06V10/454—Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/10—Terrestrial scenes
    • G06V20/194—Terrestrial scenes using hyperspectral data, i.e. more or other wavelengths than RGB

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Molecular Biology (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Quality & Reliability (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Mechanical Engineering (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Soil Sciences (AREA)
  • Environmental Sciences (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Image Analysis (AREA)
  • Testing And Monitoring For Control Systems (AREA)
  • Image Processing (AREA)

Abstract

Se divulga un método implementado por computadora para generar un mapa mejorado de anomalías de campo utilizando imágenes digitales y modelos de aprendizaje por máquina; en una modalidad, un método comprende: obtener un Shapefile que define límites de una parcela agrícola y límites del campo que contiene la parcela; obtener una pluralidad de imágenes de parcelas; calibrar y pre-procesar la pluralidad de imágenes de parcelas para crear un mapa de parcelas de la parcela agrícola a un nivel de parcela; con base en el mapa de parcela, generar una rejilla de parcela; con base en la rejilla de gráfico y el mapa de gráfico, generar una pluralidad de mosaicos de parcela; con base en la pluralidad de mosaicos de parcela, generar, utilizando un modelo de aprendizaje por máquina y una pluralidad de clasificadores de imagen correspondientes a una o más anomalías, un conjunto de imágenes de parcela clasificadas que muestra al menos una anomalía; con base en el conjunto de imágenes de parcela clasificadas, generar un mapa de anomalía de parcela para la parcela agrícola.
MX2021006830A 2018-12-10 2019-12-09 Mapeo de anomalias de campo utilizando imagenes digitales y modelos de aprendizaje por maquina. MX2021006830A (es)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201862777748P 2018-12-10 2018-12-10
US16/707,355 US12008744B2 (en) 2018-12-10 2019-12-09 Mapping field anomalies using digital images and machine learning models
PCT/US2019/065270 WO2020123402A1 (en) 2018-12-10 2019-12-09 Mapping field anomalies using digital images and machine learning models

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Publication Number Publication Date
MX2021006830A true MX2021006830A (es) 2021-07-02

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US (2) US12008744B2 (es)
EP (1) EP3894851B8 (es)
JP (1) JP7423631B2 (es)
CN (1) CN113167779B (es)
AR (1) AR117293A1 (es)
AU (1) AU2019398116B2 (es)
BR (1) BR112021009659A2 (es)
CA (1) CA3119812A1 (es)
MX (1) MX2021006830A (es)
WO (1) WO2020123402A1 (es)

Families Citing this family (92)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
RU2653578C1 (ru) * 2017-06-08 2018-05-11 Акционерное общество "ЛИМАКО" Радиолокационный уровнемер для измерения объема сыпучих продуктов в резервуарах
US11432483B2 (en) * 2018-02-08 2022-09-06 Lindsay Corporation System and method for calibrating an irrigation system
US11170530B2 (en) * 2018-07-11 2021-11-09 Raven Industries, Inc. Calibrating crop row computer vision system
US11672203B2 (en) 2018-10-26 2023-06-13 Deere & Company Predictive map generation and control
US11589509B2 (en) 2018-10-26 2023-02-28 Deere & Company Predictive machine characteristic map generation and control system
US12069978B2 (en) 2018-10-26 2024-08-27 Deere & Company Predictive environmental characteristic map generation and control system
US11957072B2 (en) * 2020-02-06 2024-04-16 Deere & Company Pre-emergence weed detection and mitigation system
US11334986B2 (en) * 2019-01-30 2022-05-17 Purdue Research Foundation System and method for processing images of agricultural fields for remote phenotype measurement
US10887862B2 (en) * 2019-02-12 2021-01-05 Commscope Technologies Llc Location determination in a cloud radio access network utilizing image data
US11893788B2 (en) * 2019-02-15 2024-02-06 Tata Consultancy Services Limited System and method for computing burning index score pertaining to crops
US11417090B2 (en) * 2019-02-18 2022-08-16 Nec Corporation Background suppression for anomaly detection
CN109871828B (zh) * 2019-03-15 2022-12-02 京东方科技集团股份有限公司 视频识别方法和识别装置、存储介质
US11275973B2 (en) 2019-04-15 2022-03-15 Noblis, Inc. Adapting pre-trained classification algorithms
US11212954B2 (en) * 2019-05-08 2022-01-04 Deere & Company Apparatus and methods for field operations based on historical field operation data
US12353210B2 (en) 2019-07-25 2025-07-08 Ag Leader Technology Apparatus, systems and methods for automated navigation of agricultural equipment
JP7576619B2 (ja) 2019-12-11 2024-10-31 クライメイト、リミテッド、ライアビリティー、カンパニー シーズン中に格別に最適化される高応答性農業システム
US20210185882A1 (en) * 2019-12-23 2021-06-24 Ag Leader Technology Use Of Aerial Imagery For Vehicle Path Guidance And Associated Devices, Systems, And Methods
US20210153500A1 (en) * 2020-01-31 2021-05-27 Pratum Co-op Plant treatment techniques
AU2021200024B2 (en) 2020-02-06 2026-04-09 Deere & Company Agricultural harvesting machine with pre-emergence weed detection and mitigation system
US12035648B2 (en) 2020-02-06 2024-07-16 Deere & Company Predictive weed map generation and control system
US12225846B2 (en) 2020-02-06 2025-02-18 Deere & Company Machine control using a predictive map
US12329148B2 (en) * 2020-02-06 2025-06-17 Deere & Company Predictive weed map and material application machine control
US20210282338A1 (en) * 2020-03-11 2021-09-16 Aerobotics (Pty) Ltd Systems and methods for predicting crop size and yield
US12583509B1 (en) 2020-05-18 2026-03-24 Ag Leader Technology Assisted steering apparatus and associated systems and methods
WO2021255676A2 (en) * 2020-06-18 2021-12-23 Exel Industries A method of selectively treating vegetation in a field
MX2023000724A (es) * 2020-07-16 2023-02-13 Climate Llc Prediccion del rendimiento horticolas de la ubicacion de un campo mediante imagenes aereas multibanda.
JP7500060B2 (ja) * 2020-08-03 2024-06-17 国立研究開発法人農業・食品産業技術総合研究機構 マップ生成装置、マップ生成方法、マップ生成プログラム、学習済みモデルの生成方法および学習済みモデル生成装置
US12131393B2 (en) * 2020-10-02 2024-10-29 Ecoation Innovative Solutions Inc. Platform for real-time identification and resolution of spatial production anomalies in agriculture
US11874669B2 (en) * 2020-10-09 2024-01-16 Deere & Company Map generation and control system
US11845449B2 (en) * 2020-10-09 2023-12-19 Deere & Company Map generation and control system
CN112464766B (zh) * 2020-11-17 2024-07-02 北京农业智能装备技术研究中心 一种农田地头自动识别方法及系统
JP7671352B2 (ja) * 2020-12-10 2025-05-01 キヤノンバージニア， インコーポレイテッド 植物検出及び表示システム
US11703351B2 (en) * 2020-12-22 2023-07-18 Mineral Earth Sciences Llc Generating a local mapping of an agricultural field for use in performance of agricultural operation(s)
CN112712038B (zh) * 2020-12-31 2024-05-28 武汉珈和科技有限公司 基于多光谱卫星影像监测小麦倒伏状况的方法及系统
US12394321B2 (en) * 2021-01-13 2025-08-19 Samsung Electronics Co., Ltd. Electronic device controlling a plurality of external electronic devices performing resource offloading, and a control method thereof
US20220270249A1 (en) * 2021-02-19 2022-08-25 Intelinair, Inc. Nutrient deficiency detection and forecasting system
GB2604130A (en) * 2021-02-25 2022-08-31 Pci Tech Investments Ltd Systems and methods for smart farming
CN113159125B (zh) * 2021-03-16 2024-04-05 北京农业智能装备技术研究中心 一种施药方法及系统
US12403950B2 (en) 2021-04-19 2025-09-02 Ag Leader Technology Automatic steering systems and methods
FR3122063B1 (fr) * 2021-04-22 2023-04-28 Kuhn S A S Procédé de réglage et/ou de calibrage d’une machine agricole
US12591965B2 (en) * 2021-05-19 2026-03-31 Augmenta Agriculture Technologies Smpc Systems and methods for detecting, identifying, localizing, and determining the characteristics of field elements in agricultural fields
AU2022283024A1 (en) * 2021-05-24 2024-01-18 Croptimistic Technology Inc. Method and system for automatically capturing and extracting data from images of agricultural field crops and weeds using machine learning processes
US12481876B2 (en) * 2021-05-31 2025-11-25 Cibo Technologies, Inc. Method and apparatus for employing deep learning to infer implementation of regenerative tillage practices
US11880430B2 (en) 2021-05-31 2024-01-23 Cibo Technologies, Inc. Method and apparatus for employing deep learning neural network to predict management zones
US12481875B2 (en) * 2021-05-31 2025-11-25 Cibo Technologies, Inc. Method and apparatus for employing deep learning neural network to infer regenerative cover crop practices
US12620214B2 (en) 2021-05-31 2026-05-05 Cibo Technologies, Inc. Method and apparatus for employing deep learning neural network to predict cropland data layer
US11934489B2 (en) * 2021-05-31 2024-03-19 Cibo Technologies, Inc. Method and apparatus for employing deep learning to infer implementation of regenerative irrigation practices
US12079981B2 (en) * 2021-06-04 2024-09-03 Dell Products L.P. Hybrid deep learning for anomaly detection
EP4351305A1 (en) 2021-06-07 2024-04-17 Precision Planting LLC Systems and methods for providing field views including enhanced agricultural maps having a data layer and image data
US20220391752A1 (en) * 2021-06-08 2022-12-08 X Development Llc Generating labeled synthetic images to train machine learning models
CN113391596A (zh) * 2021-06-11 2021-09-14 赤峰山金红岭有色矿业有限责任公司 皮带矿粉泄露检测方法、系统、终端及存储介质
US20230040430A1 (en) * 2021-08-06 2023-02-09 Blue River Technology Inc. Detecting untraversable soil for farming machine
WO2023014905A2 (en) 2021-08-06 2023-02-09 Blue River Technology Inc. Detecting untraversable environment and preventing damage by a vehicle
WO2023022587A1 (en) * 2021-08-17 2023-02-23 Petroliam Nasional Berhad (Petronas) Geographic data processing methods and systems for assessing geohazard risk
US11960864B2 (en) * 2021-09-27 2024-04-16 Microsoft Technology Licensing, Llc. Creating applications and templates based on different types of input content
DE102021210960A1 (de) 2021-09-30 2023-03-30 Robert Bosch Gesellschaft mit beschränkter Haftung Vegetationsüberwachungsvorrichtung, Vegetationsüberwachungssystem mit der Vegetationsüberwachungsvorrichtung und Verfahren zur Überwachung einer Vegetationsgesundheit in einem Garten
CN117836736A (zh) * 2021-10-13 2024-04-05 深圳市大疆创新科技有限公司 无人机的返航方法、装置、无人机及存储介质
CN113984772A (zh) * 2021-10-25 2022-01-28 浙江大学 基于多源数据融合的作物病害信息检测方法、系统及装置
EP4430578A1 (de) * 2021-11-08 2024-09-18 Bayer Aktiengesellschaft Methode und system zur datenerhebung auf einem agrarwirtschaftlich genutzten feld
CN114417955B (zh) * 2021-12-02 2023-10-31 国网浙江省电力有限公司 适用乡村的电力指数画像实时生成方法、装置及存储介质
US12452151B2 (en) 2021-12-14 2025-10-21 EXFO Solutions SAS Automatic classification of correlated anomalies from a network through interpretable clustering
US12249045B2 (en) * 2021-12-14 2025-03-11 International Business Machines Corporation Resolving obfuscated sections of an image with selectively captured new imagery
CN114462623B (zh) * 2022-02-10 2023-05-26 电子科技大学 基于边缘计算的数据分析方法、系统及平台
US12591848B2 (en) * 2022-02-24 2026-03-31 Auburn University Tree seedling inventory system
US12548253B2 (en) 2022-03-01 2026-02-10 International Business Machines Corporation Operational efficiencies in IOT agricultural ecosystems
CN114331914B (zh) * 2022-03-07 2022-05-24 中咨数据有限公司 一种图像快速校准与实时渲染方法、系统、介质及移动端
WO2023168506A1 (pt) * 2022-03-11 2023-09-14 Fundação Universidade Federal De São Carlos Método e sistema de análise e processamento de imagens para estimativa de cobertura vegetal por meio de software em aprendizagem de máquina
EP4245133A1 (en) * 2022-03-16 2023-09-20 Digitanimal, S.L. Characterization of pasture for improved and sustainable grazing and feeding management of livestock
JP7801940B2 (ja) * 2022-04-22 2026-01-19 株式会社Ｎｔｔドコモ 除草支援装置
US12138813B2 (en) * 2022-05-10 2024-11-12 Deere &Co. Adaptive scouting using multi-legged robots
CN114839540B (zh) * 2022-05-17 2024-05-31 西安交通大学 一种基于深度学习算法的锂离子电池剩余寿命在线预测方法
JP7587282B2 (ja) * 2022-05-31 2024-11-20 株式会社ポーラスター・スペース 方法、プログラム及び情報処理装置
WO2024035410A1 (en) * 2022-08-11 2024-02-15 Deere & Company Systems and methods for predictive harvesting logistics
US20240171565A1 (en) * 2022-10-07 2024-05-23 Yen Lam Pham Horticulture cloud platform
CN115290053B (zh) * 2022-10-09 2022-12-16 南通钰昇智能科技有限公司 一种高层建筑施工建设异常快速检测方法
CN115511133A (zh) * 2022-10-21 2022-12-23 云南电网有限责任公司电力科学研究院 一种输电线路维护方法及相关设备
WO2024102112A1 (en) * 2022-10-27 2024-05-16 Hitachi Vantara Llc Pixel based visual anomaly detection with distributed computing for industrial solution
US20240206454A1 (en) * 2022-12-26 2024-06-27 Tartan Aerial Sense Tech Private Limited System mounted in a vehicle for agricultural application and method of operation of the system
CN117128947B (zh) * 2023-03-13 2024-08-16 荣耀终端有限公司 栅格地图的生成方法和服务器
CN116645618B (zh) * 2023-06-05 2023-12-08 广东省农业科学院设施农业研究所 农业数据处理方法、系统和存储介质
US20240404276A1 (en) * 2023-06-05 2024-12-05 Morgan State University System for inspecting and evaluating a green infrastructure
WO2024258945A2 (en) * 2023-06-16 2024-12-19 Climate Llc Systems and methods for use in assessing treatment trials in agricultural fields
CN116758106B (zh) * 2023-07-13 2024-02-27 江苏中天吉奥信息技术股份有限公司 基于无人机的水流登记单元界线核实方法
CN116756604B (zh) * 2023-08-18 2023-10-27 青岛农业大学 用于夏花生精量播种的智能调控系统
US12221214B1 (en) 2023-09-12 2025-02-11 Nant Holdings Ip, Llc Drone-based payload management
WO2025165768A1 (en) * 2024-01-29 2025-08-07 AgZen Inc. Systems and methods for measurement and control of sprayed liquid coverage on plant surfaces
KR102735837B1 (ko) * 2024-03-20 2024-11-29 주식회사 메이사 공간 정보 융합 솔루션 제공 장치
CN118247678B (zh) * 2024-03-22 2024-10-18 大连理工大学 一种随机海况自适应感知调制神经网络的海水养殖目标提取方法
EP4706361A1 (en) * 2024-09-09 2026-03-11 AGCO International GmbH Agricultural anomaly detection and validation systems, and related systems, methods, and agricultural vehicles
EP4706366A1 (en) * 2024-09-09 2026-03-11 AGCO International GmbH Methods of detecting anomalies associated with agricultural implements, and related agricultural machines
NL2039102B1 (en) * 2024-11-18 2025-07-22 Cixi City Agricultural Tech Promotion Center Cixi City Seed Management Station Method for Monitoring Growth Status of Peanuts Based on Unmanned Aerial Vehicle Remote Sensing Data
CN119991100B (zh) * 2025-04-16 2025-08-22 华能罗源发电有限责任公司 基于人工智能的火电机组输煤皮带智能巡检系统及方法

Family Cites Families (34)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5764819A (en) * 1991-10-18 1998-06-09 Dekalb Genetics Corporation Methods for classifying plants for evaluation and breeding programs by use of remote sensing and image analysis technology
US5467271A (en) * 1993-12-17 1995-11-14 Trw, Inc. Mapping and analysis system for precision farming applications
US6529615B2 (en) * 1997-10-10 2003-03-04 Case Corporation Method of determining and treating the health of a crop
JP2000194833A (ja) * 1998-12-28 2000-07-14 Hitachi Ltd 観測衛星を利用した地域管理システム，地域管理方法と農業育成管理システム及び観測衛星運用システム
US6366681B1 (en) * 1999-04-07 2002-04-02 Space Imaging, Lp Analysis of multi-spectral data for extraction of chlorophyll content
PL2104413T5 (pl) 2007-01-08 2020-07-13 The Climate Corporation Układ i sposób monitorowania siewnika
WO2009149396A1 (en) 2008-06-06 2009-12-10 Monsanto Technology Llc Generating agricultural information products using remote sensing
US8477295B2 (en) 2009-05-07 2013-07-02 Solum, Inc. Automated soil measurement device
JP2011254711A (ja) * 2010-06-05 2011-12-22 Zukosha:Kk 施肥マップ生成システム，その方法，産業用ヘリコプタ，サーバ，可変施肥機
JP6069882B2 (ja) * 2012-04-27 2017-02-01 三菱電機株式会社 農業用管理システム
EP3259972B1 (en) 2012-07-25 2021-12-08 Precision Planting LLC System and method for multi-row agricultural implement control and monitoring
US20150254800A1 (en) * 2014-03-06 2015-09-10 F12 Solutions, Llc Nitrogen status determination in growing crops
US9489576B2 (en) * 2014-03-26 2016-11-08 F12 Solutions, LLC. Crop stand analysis
US9401030B2 (en) * 2014-04-25 2016-07-26 Tazco Soil Service Co. Image processing system for soil characterization
US9996976B2 (en) * 2014-05-05 2018-06-12 Avigilon Fortress Corporation System and method for real-time overlay of map features onto a video feed
US9978013B2 (en) * 2014-07-16 2018-05-22 Deep Learning Analytics, LLC Systems and methods for recognizing objects in radar imagery
CN104134234B (zh) * 2014-07-16 2017-07-25 中国科学技术大学 一种全自动的基于单幅图像的三维场景构建方法
US9922405B2 (en) * 2014-08-22 2018-03-20 The Climate Corporation Methods for agronomic and agricultural monitoring using unmanned aerial systems
US9734400B2 (en) * 2015-01-30 2017-08-15 AgriSight, Inc. System and method for field variance determination
EP3276544A1 (en) * 2016-07-29 2018-01-31 Accenture Global Solutions Limited Precision agriculture system
CA2990438A1 (en) * 2015-06-30 2017-01-05 The Climate Corporation Systems and methods for image capture and analysis of agricultural fields
US10127449B2 (en) * 2015-08-06 2018-11-13 Accenture Global Services Limited Condition detection using image processing
EP3300524A1 (en) * 2015-08-06 2018-04-04 Accenture Global Services Limited Condition detection using image processing
US9983774B2 (en) * 2015-12-21 2018-05-29 Tibco Software Inc. Authoring and consuming offline an interactive data analysis document
US10120543B2 (en) * 2016-02-09 2018-11-06 Deere & Company Plant emergence system
DE102016118227A1 (de) * 2016-09-27 2018-03-29 Claas Selbstfahrende Erntemaschinen Gmbh Bildanlysesystem für landwirtschaftliche Arbeitsmaschinen
US10255670B1 (en) * 2017-01-08 2019-04-09 Dolly Y. Wu PLLC Image sensor and module for agricultural crop improvement
US10248663B1 (en) * 2017-03-03 2019-04-02 Descartes Labs, Inc. Geo-visual search
WO2018181041A1 (ja) * 2017-03-29 2018-10-04 日本電気株式会社 圃場管理装置、圃場管理方法、及びコンピュータ読み取り可能な記録媒体
US10748081B2 (en) * 2017-05-12 2020-08-18 Harris Lee Cohen Computer-implemented methods, computer readable medium and systems for a precision agriculture platform that identifies generic anomalies in crops
US20180349520A1 (en) * 2017-06-01 2018-12-06 Pioneer Hi-Bred International, Inc. Methods for agricultural land improvement
CN107622281B (zh) 2017-09-20 2021-02-05 Oppo广东移动通信有限公司 图像分类方法、装置、存储介质及移动终端
EP3503025B1 (en) * 2017-12-19 2021-11-10 Accenture Global Solutions Limited Utilizing artificial intelligence with captured images to detect agricultural failure
CN108932742B (zh) * 2018-07-10 2022-09-09 北京航空航天大学 一种基于遥感图像分类的大规模红外地形场景实时渲染方法

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