GB2586245B - Method and apparatus - Google Patents

Method and apparatus Download PDF

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Publication number
GB2586245B
GB2586245B GB1911577.3A GB201911577A GB2586245B GB 2586245 B GB2586245 B GB 2586245B GB 201911577 A GB201911577 A GB 201911577A GB 2586245 B GB2586245 B GB 2586245B
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GB
United Kingdom
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Active
Application number
GB1911577.3A
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GB2586245A (en
GB201911577D0 (en
Inventor
Edward Geach James
James Smith Michael
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
University of Hertfordshire
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University of Hertfordshire
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Publication date
Application filed by University of Hertfordshire filed Critical University of Hertfordshire
Priority to GB1911577.3A priority Critical patent/GB2586245B/en
Priority to GB2111302.2A priority patent/GB2595122B/en
Publication of GB201911577D0 publication Critical patent/GB201911577D0/en
Priority to BR112022002651A priority patent/BR112022002651A2/en
Priority to CA3147581A priority patent/CA3147581A1/en
Priority to PCT/GB2020/051787 priority patent/WO2021028650A1/en
Priority to AU2020327651A priority patent/AU2020327651A1/en
Priority to EP20751240.1A priority patent/EP4014197A1/en
Publication of GB2586245A publication Critical patent/GB2586245A/en
Application granted granted Critical
Publication of GB2586245B publication Critical patent/GB2586245B/en
Priority to US17/671,233 priority patent/US20220335715A1/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S7/00Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/02Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00
    • G01S7/41Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00 using analysis of echo signal for target characterisation; Target signature; Target cross-section
    • G01S7/417Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S13/00 using analysis of echo signal for target characterisation; Target signature; Target cross-section involving the use of neural networks
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/86Combinations of radar systems with non-radar systems, e.g. sonar, direction finder
    • G01S13/867Combination of radar systems with cameras
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/88Radar or analogous systems specially adapted for specific applications
    • G01S13/89Radar or analogous systems specially adapted for specific applications for mapping or imaging
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/88Radar or analogous systems specially adapted for specific applications
    • G01S13/89Radar or analogous systems specially adapted for specific applications for mapping or imaging
    • G01S13/90Radar or analogous systems specially adapted for specific applications for mapping or imaging using synthetic aperture techniques, e.g. synthetic aperture radar [SAR] techniques
    • G01S13/9021SAR image post-processing techniques
    • G01S13/9027Pattern recognition for feature extraction
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/22Matching criteria, e.g. proximity measures
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/047Probabilistic or stochastic networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/088Non-supervised learning, e.g. competitive learning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/10Image acquisition
    • G06V10/12Details of acquisition arrangements; Constructional details thereof
    • G06V10/14Optical characteristics of the device performing the acquisition or on the illumination arrangements
    • G06V10/143Sensing or illuminating at different wavelengths
    • 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
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/10Terrestrial scenes
    • G06V20/13Satellite images
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/10Terrestrial scenes
    • G06V20/194Terrestrial scenes using hyperspectral data, i.e. more or other wavelengths than RGB

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Multimedia (AREA)
  • General Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • Astronomy & Astrophysics (AREA)
  • Medical Informatics (AREA)
  • Databases & Information Systems (AREA)
  • Electromagnetism (AREA)
  • Probability & Statistics with Applications (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Image Processing (AREA)
  • Investigating Or Analysing Materials By Optical Means (AREA)
GB1911577.3A 2019-08-13 2019-08-13 Method and apparatus Active GB2586245B (en)

Priority Applications (8)

Application Number Priority Date Filing Date Title
GB1911577.3A GB2586245B (en) 2019-08-13 2019-08-13 Method and apparatus
GB2111302.2A GB2595122B (en) 2019-08-13 2019-08-13 Method and apparatus
PCT/GB2020/051787 WO2021028650A1 (en) 2019-08-13 2020-07-24 Predicting visible/infrared band images using radar reflectance/backscatter images of a terrestrial region
CA3147581A CA3147581A1 (en) 2019-08-13 2020-07-24 Predicting visible/infrared band images using radar reflectance/backscatter images of a terrestrial region
BR112022002651A BR112022002651A2 (en) 2019-08-13 2020-07-24 Methods of translating an input image r to an output image v* and predicting the visible infrared band images, e, imaging apparatus
AU2020327651A AU2020327651A1 (en) 2019-08-13 2020-07-24 Predicting visible/infrared band images using radar reflectance/backscatter images of a terrestrial region
EP20751240.1A EP4014197A1 (en) 2019-08-13 2020-07-24 Predicting visible/infrared band images using radar reflectance/backscatter images of a terrestrial region
US17/671,233 US20220335715A1 (en) 2019-08-13 2022-02-14 Predicting visible/infrared band images using radar reflectance/backscatter images of a terrestrial region

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB1911577.3A GB2586245B (en) 2019-08-13 2019-08-13 Method and apparatus

Publications (3)

Publication Number Publication Date
GB201911577D0 GB201911577D0 (en) 2019-09-25
GB2586245A GB2586245A (en) 2021-02-17
GB2586245B true GB2586245B (en) 2021-09-22

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GB1911577.3A Active GB2586245B (en) 2019-08-13 2019-08-13 Method and apparatus
GB2111302.2A Active GB2595122B (en) 2019-08-13 2019-08-13 Method and apparatus

Family Applications After (1)

Application Number Title Priority Date Filing Date
GB2111302.2A Active GB2595122B (en) 2019-08-13 2019-08-13 Method and apparatus

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Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110988818B (en) * 2019-12-09 2023-03-17 西安电子科技大学 Cheating interference template generation method for countermeasure network based on condition generation formula
CN111833239B (en) * 2020-06-01 2023-08-01 北京百度网讯科技有限公司 Image translation method and device and image translation model training method and device
CN113762277B (en) * 2021-09-09 2024-05-24 东北大学 Multiband infrared image fusion method based on Cascade-GAN
CN114442092B (en) * 2021-12-31 2024-04-12 北京理工大学 SAR deep learning three-dimensional imaging method for distributed unmanned aerial vehicle
CN114581771B (en) * 2022-02-23 2023-04-25 南京信息工程大学 Method for detecting collapse building by high-resolution heterogeneous remote sensing
CN117975383B (en) * 2024-04-01 2024-06-21 湖北经济学院 Vehicle positioning and identifying method based on multi-mode image fusion technology

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109636742A (en) * 2018-11-23 2019-04-16 中国人民解放军空军研究院航空兵研究所 The SAR image of network and the mode conversion method of visible images are generated based on confrontation

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN109636742A (en) * 2018-11-23 2019-04-16 中国人民解放军空军研究院航空兵研究所 The SAR image of network and the mode conversion method of visible images are generated based on confrontation

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Enomoto, Kenji, et al. "Image translation between SAR and optical imagery with generative adversarial nets." IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium. IEEE, 2018 *
Wang, Puyang, and Vishal M. Patel. "Generating high quality visible images from SAR images using CNNs."2018 IEEE Radar Conference (RadarConf18). IEEE, 2018 *

Also Published As

Publication number Publication date
GB2586245A (en) 2021-02-17
GB201911577D0 (en) 2019-09-25
GB2595122B (en) 2022-08-24
GB2595122A (en) 2021-11-17

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