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GB2633074B - Data-aware augmentation for deep learning - Google Patents

Data-aware augmentation for deep learning

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Publication number
GB2633074B
GB2633074B GB2313290.5A GB202313290A GB2633074B GB 2633074 B GB2633074 B GB 2633074B GB 202313290 A GB202313290 A GB 202313290A GB 2633074 B GB2633074 B GB 2633074B
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GB
United Kingdom
Prior art keywords
augmentation
aware
data
deep learning
learning
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
GB2313290.5A
Other versions
GB2633074A (en
GB202313290D0 (en
Inventor
Lau Kenneth
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.)
Elekta Ltd
Original Assignee
Elekta Ltd
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 Elekta Ltd filed Critical Elekta Ltd
Priority to GB2313290.5A priority Critical patent/GB2633074B/en
Publication of GB202313290D0 publication Critical patent/GB202313290D0/en
Publication of GB2633074A publication Critical patent/GB2633074A/en
Application granted granted Critical
Publication of GB2633074B publication Critical patent/GB2633074B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—2D [Two Dimensional] image generation
    • G06T11/60—Editing figures and text; Combining figures or text
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—2D [Two Dimensional] image generation
    • 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
    • G06T2207/10072—Tomographic images
    • G06T2207/10081—Computed x-ray tomography [CT]
    • 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
    • G06T2207/10072—Tomographic images
    • G06T2207/10088—Magnetic resonance imaging [MRI]
    • 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
    • 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
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30096—Tumor; Lesion
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformations in the plane of the image
    • G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00—Geometric image transformations in the plane of the image
    • G06T3/60—Rotation of whole images or parts thereof

Landscapes

  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
GB2313290.5A 2023-08-31 2023-08-31 Data-aware augmentation for deep learning Active GB2633074B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
GB2313290.5A GB2633074B (en) 2023-08-31 2023-08-31 Data-aware augmentation for deep learning

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
GB2313290.5A GB2633074B (en) 2023-08-31 2023-08-31 Data-aware augmentation for deep learning

Publications (3)

Publication Number Publication Date
GB202313290D0 GB202313290D0 (en) 2023-10-18
GB2633074A GB2633074A (en) 2025-03-05
GB2633074B true GB2633074B (en) 2025-08-27

Family

ID=88296697

Family Applications (1)

Application Number Title Priority Date Filing Date
GB2313290.5A Active GB2633074B (en) 2023-08-31 2023-08-31 Data-aware augmentation for deep learning

Country Status (1)

Country Link
GB (1) GB2633074B (en)

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20190354817A1 (en) * 2018-05-18 2019-11-21 Google Llc Learning Data Augmentation Strategies for Object Detection
US20210224556A1 (en) * 2018-02-27 2021-07-22 Nvidia Corporation Real-time detection of lanes and boundaries by autonomous vehicles
US20210287799A1 (en) * 2020-03-12 2021-09-16 Siemens Healthcare Gmbh Generating modified medical images and detecting abnormal structures
US20220176161A1 (en) * 2019-07-01 2022-06-09 Elekta Ab (Publ) Geometry-based real-time adaptive radiotherapy
JP2022535873A (en) * 2019-06-04 2022-08-10 マゼンティーク アイ リミテッド Systems and methods for processing colon images and videos
US20230145270A1 (en) * 2021-11-11 2023-05-11 International Business Machines Corporation Method to improve model performance by artificial blending of healthy tissue
US11715310B1 (en) * 2020-10-02 2023-08-01 States Title, Llc Using neural network models to classify image objects
WO2023194877A2 (en) * 2022-04-05 2023-10-12 Libra Science Ltd. Device and method for guiding trans-catheter aortic valve replacement procedure

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210224556A1 (en) * 2018-02-27 2021-07-22 Nvidia Corporation Real-time detection of lanes and boundaries by autonomous vehicles
US20190354817A1 (en) * 2018-05-18 2019-11-21 Google Llc Learning Data Augmentation Strategies for Object Detection
JP2022535873A (en) * 2019-06-04 2022-08-10 マゼンティーク アイ リミテッド Systems and methods for processing colon images and videos
US20220176161A1 (en) * 2019-07-01 2022-06-09 Elekta Ab (Publ) Geometry-based real-time adaptive radiotherapy
US20210287799A1 (en) * 2020-03-12 2021-09-16 Siemens Healthcare Gmbh Generating modified medical images and detecting abnormal structures
US11715310B1 (en) * 2020-10-02 2023-08-01 States Title, Llc Using neural network models to classify image objects
US20230145270A1 (en) * 2021-11-11 2023-05-11 International Business Machines Corporation Method to improve model performance by artificial blending of healthy tissue
WO2023194877A2 (en) * 2022-04-05 2023-10-12 Libra Science Ltd. Device and method for guiding trans-catheter aortic valve replacement procedure

Also Published As

Publication number Publication date
GB2633074A (en) 2025-03-05
GB202313290D0 (en) 2023-10-18

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