CN106485224A - 一种安全带佩戴识别方法及装置 - Google Patents
一种安全带佩戴识别方法及装置 Download PDFInfo
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- CN106485224A CN106485224A CN201610892329.2A CN201610892329A CN106485224A CN 106485224 A CN106485224 A CN 106485224A CN 201610892329 A CN201610892329 A CN 201610892329A CN 106485224 A CN106485224 A CN 106485224A
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- 238000000034 method Methods 0.000 title claims abstract description 73
- 238000012549 training Methods 0.000 claims abstract description 103
- 230000002159 abnormal effect Effects 0.000 claims abstract description 58
- 238000001514 detection method Methods 0.000 claims abstract description 44
- 238000013527 convolutional neural network Methods 0.000 claims abstract description 20
- 239000000284 extract Substances 0.000 claims abstract description 8
- 238000012360 testing method Methods 0.000 claims description 87
- 238000012545 processing Methods 0.000 claims description 62
- 238000000605 extraction Methods 0.000 claims description 39
- 239000003550 marker Substances 0.000 claims description 20
- 239000000203 mixture Substances 0.000 claims description 15
- 238000005070 sampling Methods 0.000 claims description 12
- 230000004913 activation Effects 0.000 claims description 11
- 210000002569 neuron Anatomy 0.000 claims description 10
- 238000002203 pretreatment Methods 0.000 claims description 6
- 238000012216 screening Methods 0.000 claims description 5
- 230000011218 segmentation Effects 0.000 claims description 5
- 238000005516 engineering process Methods 0.000 description 5
- 230000006870 function Effects 0.000 description 4
- 235000005018 Pinus echinata Nutrition 0.000 description 2
- 241001236219 Pinus echinata Species 0.000 description 2
- 235000013264 Pinus jeffreyi Nutrition 0.000 description 2
- 235000016013 Pinus leiophylla var chihuahuana Nutrition 0.000 description 2
- 238000013528 artificial neural network Methods 0.000 description 2
- 238000012937 correction Methods 0.000 description 2
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- 230000009977 dual effect Effects 0.000 description 2
- 235000013490 limbo Nutrition 0.000 description 2
- 238000012544 monitoring process Methods 0.000 description 2
- 206010010219 Compulsions Diseases 0.000 description 1
- 206010039203 Road traffic accident Diseases 0.000 description 1
- 238000013135 deep learning Methods 0.000 description 1
- 238000007689 inspection Methods 0.000 description 1
- 238000002372 labelling Methods 0.000 description 1
- 230000035945 sensitivity Effects 0.000 description 1
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/50—Context or environment of the image
- G06V20/59—Context or environment of the image inside of a vehicle, e.g. relating to seat occupancy, driver state or inner lighting conditions
- G06V20/597—Recognising the driver's state or behaviour, e.g. attention or drowsiness
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F18/00—Pattern recognition
- G06F18/20—Analysing
- G06F18/22—Matching criteria, e.g. proximity measures
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CN201610892329.2A CN106485224B (zh) | 2016-10-13 | 2016-10-13 | 一种安全带佩戴识别方法及装置 |
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CN201610892329.2A CN106485224B (zh) | 2016-10-13 | 2016-10-13 | 一种安全带佩戴识别方法及装置 |
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CN106485224A true CN106485224A (zh) | 2017-03-08 |
CN106485224B CN106485224B (zh) | 2019-07-16 |
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Cited By (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107766802A (zh) * | 2017-09-29 | 2018-03-06 | 广州大学 | 一种机动车前排驾乘人员未扣安全带的自适应检测方法 |
CN108182385A (zh) * | 2017-12-08 | 2018-06-19 | 华南理工大学 | 一种用于智能交通系统的驾驶员安全带佩戴识别方法 |
CN108710857A (zh) * | 2018-05-22 | 2018-10-26 | 深圳前海华夏智信数据科技有限公司 | 基于红外补光的人车识别方法及装置 |
CN108898054A (zh) * | 2018-05-24 | 2018-11-27 | 合肥工业大学 | 一种基于语义分割的安全带检测方法 |
CN109987102A (zh) * | 2018-01-03 | 2019-07-09 | 田文洪 | 一种基于卷积神经网络的高精度自动识别驾驶员不安全行为的方法与装置 |
CN110569732A (zh) * | 2019-08-09 | 2019-12-13 | 径卫视觉科技(上海)有限公司 | 一种基于驾驶员监控系统的安全带检测方法以及相应的设备 |
CN111814636A (zh) * | 2020-06-29 | 2020-10-23 | 北京百度网讯科技有限公司 | 一种安全带检测方法、装置、电子设备及存储介质 |
CN111914671A (zh) * | 2020-07-08 | 2020-11-10 | 浙江大华技术股份有限公司 | 一种安全带检测方法、装置、电子设备及存储介质 |
CN112949379A (zh) * | 2020-12-30 | 2021-06-11 | 南京佑驾科技有限公司 | 一种基于视觉的安全带检测方法及系统 |
CN113255395A (zh) * | 2020-02-07 | 2021-08-13 | 深圳云天励飞技术有限公司 | 驾驶人员区域定位方法、装置、电子设备及存储介质 |
US20220129693A1 (en) * | 2020-10-28 | 2022-04-28 | Kabushiki Kaisha Toshiba | State determination apparatus and image analysis apparatus |
WO2022135589A1 (zh) * | 2020-12-26 | 2022-06-30 | 虹软科技股份有限公司 | 安全带佩戴检测方法、装置、存储介质及处理器 |
Citations (4)
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US20070195990A1 (en) * | 2006-02-16 | 2007-08-23 | Uri Levy | Vision-Based Seat Belt Detection System |
CN102999749A (zh) * | 2012-12-21 | 2013-03-27 | 广东万安科技股份有限公司 | 基于人脸检测的安全带违章事件智能检测方法 |
CN104680156A (zh) * | 2015-03-23 | 2015-06-03 | 山东农业大学 | 基于机器视觉的机动车前排未系安全带识别系统及方法 |
CN106022285A (zh) * | 2016-05-30 | 2016-10-12 | 北京智芯原动科技有限公司 | 一种基于卷积神经网络的车款识别方法及装置 |
-
2016
- 2016-10-13 CN CN201610892329.2A patent/CN106485224B/zh active Active
Patent Citations (4)
Publication number | Priority date | Publication date | Assignee | Title |
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US20070195990A1 (en) * | 2006-02-16 | 2007-08-23 | Uri Levy | Vision-Based Seat Belt Detection System |
CN102999749A (zh) * | 2012-12-21 | 2013-03-27 | 广东万安科技股份有限公司 | 基于人脸检测的安全带违章事件智能检测方法 |
CN104680156A (zh) * | 2015-03-23 | 2015-06-03 | 山东农业大学 | 基于机器视觉的机动车前排未系安全带识别系统及方法 |
CN106022285A (zh) * | 2016-05-30 | 2016-10-12 | 北京智芯原动科技有限公司 | 一种基于卷积神经网络的车款识别方法及装置 |
Non-Patent Citations (2)
Title |
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王猛: "基于深度学习的安全带检测系统", 《电脑知识与技术》 * |
黎华东: "智能交通中的违章识别算法研究", 《中国优秀硕士学位论文全文数据库信息科技辑》 * |
Cited By (14)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107766802A (zh) * | 2017-09-29 | 2018-03-06 | 广州大学 | 一种机动车前排驾乘人员未扣安全带的自适应检测方法 |
CN108182385B (zh) * | 2017-12-08 | 2020-05-22 | 华南理工大学 | 一种用于智能交通系统的驾驶员安全带佩戴识别方法 |
CN108182385A (zh) * | 2017-12-08 | 2018-06-19 | 华南理工大学 | 一种用于智能交通系统的驾驶员安全带佩戴识别方法 |
CN109987102A (zh) * | 2018-01-03 | 2019-07-09 | 田文洪 | 一种基于卷积神经网络的高精度自动识别驾驶员不安全行为的方法与装置 |
CN108710857A (zh) * | 2018-05-22 | 2018-10-26 | 深圳前海华夏智信数据科技有限公司 | 基于红外补光的人车识别方法及装置 |
CN108898054A (zh) * | 2018-05-24 | 2018-11-27 | 合肥工业大学 | 一种基于语义分割的安全带检测方法 |
CN108898054B (zh) * | 2018-05-24 | 2020-08-07 | 合肥工业大学 | 一种基于语义分割的安全带检测方法 |
CN110569732A (zh) * | 2019-08-09 | 2019-12-13 | 径卫视觉科技(上海)有限公司 | 一种基于驾驶员监控系统的安全带检测方法以及相应的设备 |
CN113255395A (zh) * | 2020-02-07 | 2021-08-13 | 深圳云天励飞技术有限公司 | 驾驶人员区域定位方法、装置、电子设备及存储介质 |
CN111814636A (zh) * | 2020-06-29 | 2020-10-23 | 北京百度网讯科技有限公司 | 一种安全带检测方法、装置、电子设备及存储介质 |
CN111914671A (zh) * | 2020-07-08 | 2020-11-10 | 浙江大华技术股份有限公司 | 一种安全带检测方法、装置、电子设备及存储介质 |
US20220129693A1 (en) * | 2020-10-28 | 2022-04-28 | Kabushiki Kaisha Toshiba | State determination apparatus and image analysis apparatus |
WO2022135589A1 (zh) * | 2020-12-26 | 2022-06-30 | 虹软科技股份有限公司 | 安全带佩戴检测方法、装置、存储介质及处理器 |
CN112949379A (zh) * | 2020-12-30 | 2021-06-11 | 南京佑驾科技有限公司 | 一种基于视觉的安全带检测方法及系统 |
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Application publication date: 20170308 Assignee: Zhongguancun Technology Leasing Co.,Ltd. Assignor: Beijing yunshang Zhiwei Technology Co.,Ltd. Contract record no.: X2022980007184 Denomination of invention: A safety belt wearing identification method and device Granted publication date: 20190716 License type: Exclusive License Record date: 20220606 |
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Denomination of invention: A safety belt wearing identification method and device Effective date of registration: 20220608 Granted publication date: 20190716 Pledgee: Zhongguancun Technology Leasing Co.,Ltd. Pledgor: Beijing yunshang Zhiwei Technology Co.,Ltd. Registration number: Y2022980007352 |
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