BR112022009841A2 - Processo para o processamento de plantas sobre um campo - Google Patents

Processo para o processamento de plantas sobre um campo

Info

Publication number
BR112022009841A2
BR112022009841A2 BR112022009841A BR112022009841A BR112022009841A2 BR 112022009841 A2 BR112022009841 A2 BR 112022009841A2 BR 112022009841 A BR112022009841 A BR 112022009841A BR 112022009841 A BR112022009841 A BR 112022009841A BR 112022009841 A2 BR112022009841 A2 BR 112022009841A2
Authority
BR
Brazil
Prior art keywords
plant
field
processing
plants
general class
Prior art date
Application number
BR112022009841A
Other languages
English (en)
Inventor
Di Marco Daniel
Hoeferlin Markus
Gohlke Maurice
Amend Sandra
Original Assignee
Bosch Gmbh Robert
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Bosch Gmbh Robert filed Critical Bosch Gmbh Robert
Publication of BR112022009841A2 publication Critical patent/BR112022009841A2/pt

Links

Classifications

    • AHUMAN NECESSITIES
    • A01AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
    • A01BSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS, DETAILS, OR ACCESSORIES OF AGRICULTURAL MACHINES OR IMPLEMENTS, IN GENERAL
    • A01B79/00Methods for working soil
    • A01B79/005Precision agriculture
    • GPHYSICS
    • 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
    • G06V10/77Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/774Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T1/00General purpose image data processing
    • G06T1/0014Image feed-back for automatic industrial control, e.g. robot with camera
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/70Determining position or orientation of objects or cameras
    • G06T7/73Determining position or orientation of objects or cameras using feature-based methods
    • GPHYSICS
    • 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
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/68Food, e.g. fruit or vegetables
    • AHUMAN NECESSITIES
    • A01AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
    • A01BSOIL WORKING IN AGRICULTURE OR FORESTRY; PARTS, DETAILS, OR ACCESSORIES OF AGRICULTURAL MACHINES OR IMPLEMENTS, IN GENERAL
    • A01B69/00Steering of agricultural machines or implements; Guiding agricultural machines or implements on a desired track
    • A01B69/001Steering by means of optical assistance, e.g. television cameras
    • AHUMAN NECESSITIES
    • A01AGRICULTURE; FORESTRY; ANIMAL HUSBANDRY; HUNTING; TRAPPING; FISHING
    • A01MCATCHING, TRAPPING OR SCARING OF ANIMALS; APPARATUS FOR THE DESTRUCTION OF NOXIOUS ANIMALS OR NOXIOUS PLANTS
    • A01M7/00Special adaptations or arrangements of liquid-spraying apparatus for purposes covered by this subclass
    • A01M7/0089Regulating or controlling systems
    • GPHYSICS
    • 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]
    • GPHYSICS
    • 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
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Multimedia (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Robotics (AREA)
  • Mechanical Engineering (AREA)
  • Soil Sciences (AREA)
  • Environmental Sciences (AREA)
  • Catching Or Destruction (AREA)
  • Image Processing (AREA)
  • Image Analysis (AREA)

Abstract

PROCESSO PARA O PROCESSAMENTO DE PLANTAS SOBRE UM CAMPO. A presente invenção refere-se a um processo (100) para o processamento de plantas sobre um campo, sobre o qual se acha plantada uma determinada planta útil, processo este que apresenta as seguintes etapas: selecionar (S102) uma ferramenta de processamento para o processamento de plantas; capturar (S104) uma imagem do campo, sendo que a imagem (12) é correlacionada com uma informação de posição; determinar (S106) uma posição de uma planta a ser processada no campo, mediante o emprego de uma rede neuronal (10), na qual é introduzida a imagem capturada (12), sendo que a rede neuronal (10) apresenta várias classes específicas (14 a 17) e uma classe geral (22), sendo que a planta útil pertence a uma das classes específicas (14, por exemplo) e plantas que não correspondem à planta útil pertencem tanto a uma das classes especiais (16, por exemplo), como à classe geral (22) ou, ao menos, à classe geral (22); direcionar (S108) a ferramenta de processamento para a posição da planta; e processamento (S110) da planta com a ferramenta de processamento.
BR112022009841A 2019-11-25 2020-11-20 Processo para o processamento de plantas sobre um campo BR112022009841A2 (pt)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
DE102019218186.4A DE102019218186A1 (de) 2019-11-25 2019-11-25 Verfahren zum Bearbeiten von Pflanzen auf einem Feld
PCT/EP2020/082822 WO2021105014A1 (de) 2019-11-25 2020-11-20 Verfahren zum bearbeiten von pflanzen auf einem feld

Publications (1)

Publication Number Publication Date
BR112022009841A2 true BR112022009841A2 (pt) 2022-08-02

Family

ID=73544168

Family Applications (1)

Application Number Title Priority Date Filing Date
BR112022009841A BR112022009841A2 (pt) 2019-11-25 2020-11-20 Processo para o processamento de plantas sobre um campo

Country Status (5)

Country Link
US (1) US20220406039A1 (pt)
EP (1) EP4064818B1 (pt)
BR (1) BR112022009841A2 (pt)
DE (1) DE102019218186A1 (pt)
WO (1) WO2021105014A1 (pt)

Family Cites Families (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109478232A (zh) * 2016-05-12 2019-03-15 巴斯夫欧洲公司 自然环境中的杂草的识别
DE102017217258A1 (de) * 2017-09-28 2019-03-28 Robert Bosch Gmbh Verfahren zum Klassifizieren von Pflanzen
US10747999B2 (en) * 2017-10-18 2020-08-18 The Trustees Of Columbia University In The City Of New York Methods and systems for pattern characteristic detection
US10455826B2 (en) * 2018-02-05 2019-10-29 FarmWise Labs, Inc. Method for autonomously weeding crops in an agricultural field
US11304355B2 (en) * 2018-05-06 2022-04-19 Weedout Ltd. Methods and systems for reducing fitness of weed

Also Published As

Publication number Publication date
WO2021105014A1 (de) 2021-06-03
DE102019218186A1 (de) 2021-05-27
EP4064818A1 (de) 2022-10-05
EP4064818B1 (de) 2024-06-05
US20220406039A1 (en) 2022-12-22

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