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TWI800975B - 影像辨識系統及其訓練方法 - Google Patents

影像辨識系統及其訓練方法 Download PDF

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Publication number
TWI800975B
TWI800975B TW110141729A TW110141729A TWI800975B TW I800975 B TWI800975 B TW I800975B TW 110141729 A TW110141729 A TW 110141729A TW 110141729 A TW110141729 A TW 110141729A TW I800975 B TWI800975 B TW I800975B
Authority
TW
Taiwan
Prior art keywords
image recognition
recognition system
training method
training
image
Prior art date
Application number
TW110141729A
Other languages
English (en)
Other versions
TW202319959A (zh
Inventor
沈煒翔
蘇楷鈞
李宗軒
楊朝勛
陳世澤
Original Assignee
瑞昱半導體股份有限公司
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 瑞昱半導體股份有限公司 filed Critical 瑞昱半導體股份有限公司
Priority to TW110141729A priority Critical patent/TWI800975B/zh
Priority to US17/716,554 priority patent/US20230156167A1/en
Application granted granted Critical
Publication of TWI800975B publication Critical patent/TWI800975B/zh
Publication of TW202319959A publication Critical patent/TW202319959A/zh

Links

Classifications

    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N9/00Details of colour television systems
    • H04N9/43Conversion of monochrome picture signals to colour picture signals for colour picture display
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N9/00Details of colour television systems
    • H04N9/64Circuits for processing colour signals
    • G06T11/10
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
    • G06T7/74Determining position or orientation of objects or cameras using feature-based methods involving reference images or patches
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/90Determination of colour characteristics
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/56Extraction of image or video features relating to colour
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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 OR CALCULATING; 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
    • G06V10/7747Organisation of the process, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N5/00Details of television systems
    • H04N5/30Transforming light or analogous information into electric information
    • H04N5/33Transforming infrared radiation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10024Color image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10048Infrared image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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 OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/07Target detection

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Multimedia (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Signal Processing (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • Image Processing (AREA)
  • Image Analysis (AREA)
TW110141729A 2021-11-09 2021-11-09 影像辨識系統及其訓練方法 TWI800975B (zh)

Priority Applications (2)

Application Number Priority Date Filing Date Title
TW110141729A TWI800975B (zh) 2021-11-09 2021-11-09 影像辨識系統及其訓練方法
US17/716,554 US20230156167A1 (en) 2021-11-09 2022-04-08 Image recognition system and training method therefor

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
TW110141729A TWI800975B (zh) 2021-11-09 2021-11-09 影像辨識系統及其訓練方法

Publications (2)

Publication Number Publication Date
TWI800975B true TWI800975B (zh) 2023-05-01
TW202319959A TW202319959A (zh) 2023-05-16

Family

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Family Applications (1)

Application Number Title Priority Date Filing Date
TW110141729A TWI800975B (zh) 2021-11-09 2021-11-09 影像辨識系統及其訓練方法

Country Status (2)

Country Link
US (1) US20230156167A1 (zh)
TW (1) TWI800975B (zh)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117315683B (zh) * 2023-09-25 2024-06-07 泓浒(苏州)半导体科技有限公司 超洁净环境的晶圆传送方法、系统、设备及存储介质
CN117558025A (zh) * 2023-09-28 2024-02-13 腾讯科技(深圳)有限公司 图像识别处理方法、装置、计算机设备和存储介质
CN117496201B (zh) * 2023-12-29 2024-04-05 深圳市五轮科技股份有限公司 一种用于电子烟、雾化器和电池杆的识别方法

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102237025A (zh) * 2010-04-22 2011-11-09 冠捷投资有限公司 一种用于显示器色彩校正的查找表产生方法
TWI611374B (zh) * 2017-05-04 2018-01-11 中華電信股份有限公司 垂直式影像人流計數之性別與年齡辨識方法
CN108216254A (zh) * 2018-01-10 2018-06-29 山东大学 基于面部图像与脉搏信息融合的路怒情绪识别方法
TW202006603A (zh) * 2018-07-13 2020-02-01 荷蘭商Asml荷蘭公司 基於機器學習之圖案分組方法

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP5719123B2 (ja) * 2010-05-24 2015-05-13 キヤノン株式会社 画像処理装置、画像処理方法、およびプログラム
CN106124061A (zh) * 2016-08-18 2016-11-16 湖南文理学院 在线式红外热像仪及红外热图数据处理方法
EP3296960B1 (en) * 2016-09-15 2018-08-22 Axis AB A method and an arrangement for pseudo coloring of a digital image
US11321881B2 (en) * 2017-12-01 2022-05-03 Sony Corporation Image coloring apparatus, image coloring method, image learning apparatus, image learning method, computer program, and image coloring system
CN109754444B (zh) * 2018-02-07 2021-10-26 京东方科技集团股份有限公司 图像着色方法和装置
US12051226B2 (en) * 2021-08-25 2024-07-30 Verizon Patent And Licensing Inc. Feature detection methods and systems using deconstructed color image data

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102237025A (zh) * 2010-04-22 2011-11-09 冠捷投资有限公司 一种用于显示器色彩校正的查找表产生方法
TWI611374B (zh) * 2017-05-04 2018-01-11 中華電信股份有限公司 垂直式影像人流計數之性別與年齡辨識方法
CN108216254A (zh) * 2018-01-10 2018-06-29 山东大学 基于面部图像与脉搏信息融合的路怒情绪识别方法
TW202006603A (zh) * 2018-07-13 2020-02-01 荷蘭商Asml荷蘭公司 基於機器學習之圖案分組方法

Also Published As

Publication number Publication date
TW202319959A (zh) 2023-05-16
US20230156167A1 (en) 2023-05-18

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