CN110168562A - 基于深度的控制方法、基于深度的控制装置和电子装置 - Google Patents
基于深度的控制方法、基于深度的控制装置和电子装置 Download PDFInfo
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Abstract
本发明公开了一种基于深度的控制方法,用于基于电子装置(100)的成像装置(20)采集的场景数据控制电子装置(100)。控制方法包括:(S11)处理场景数据以识别人脸区域;(S13)处理场景数据以获取人脸区域的深度信息;(S15)根据人脸区域和深度信息确定人像区域;(S17)根据人像区域控制电子装置(100)。本发明还公开了一种基于深度的控制装置(10)和电子装置(100)。本发明实施方式的基于深度的控制方法、基于深度的控制装置(10)和电子装置(100)基于深度信息识别人像区域,避免采用传统的基于灰度图像识别人像区域过程中易受亮度等环境因素影响的问题,提升人像识别的准确性,并基于准确识别后的人像区域进行处理,提升图像的处理效果。
Description
PCT国内申请,说明书已公开。
Claims (69)
- PCT国内申请,权利要求书已公开。
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Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN111915539A (zh) * | 2020-07-14 | 2020-11-10 | 维沃移动通信有限公司 | 图像处理方法及装置 |
CN112446842A (zh) * | 2019-08-28 | 2021-03-05 | 深圳市光鉴科技有限公司 | 基于稀疏和稠密深度图图像重建方法、系统、设备及介质 |
CN113971822A (zh) * | 2020-07-22 | 2022-01-25 | 武汉Tcl集团工业研究院有限公司 | 一种人脸检测方法、智能终端及存储介质 |
CN116485786A (zh) * | 2023-06-15 | 2023-07-25 | 贵州医科大学附属医院 | 一种内分泌试纸智能分析方法 |
Families Citing this family (10)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP6249263B2 (ja) * | 2015-09-08 | 2017-12-20 | 日本電気株式会社 | 顔認識システム、顔認識方法、表示制御装置、表示制御方法および表示制御プログラム |
CN107025635B (zh) * | 2017-03-09 | 2020-01-24 | Oppo广东移动通信有限公司 | 基于景深的图像饱和度的处理方法、处理装置和电子装置 |
US11051571B2 (en) * | 2018-02-27 | 2021-07-06 | Levi Strauss & Co. | Apparel design system including garment features with allocation insights |
TWI680440B (zh) * | 2018-08-31 | 2019-12-21 | 雲云科技股份有限公司 | 判斷使用者之姿勢之影像偵測方法以及影像偵測裝置 |
TWI676136B (zh) | 2018-08-31 | 2019-11-01 | 雲云科技股份有限公司 | 使用雙重分析之影像偵測方法以及影像偵測裝置 |
TWI702570B (zh) * | 2018-08-31 | 2020-08-21 | 雲云科技股份有限公司 | 選取使用者之代表性影像之影像偵測方法以及影像偵測裝置 |
US10997752B1 (en) * | 2020-03-09 | 2021-05-04 | Adobe Inc. | Utilizing a colorization neural network to generate colorized images based on interactive color edges |
JP2022088887A (ja) * | 2020-12-03 | 2022-06-15 | セイコーエプソン株式会社 | 調整方法、計測方法、投写システム、情報処理装置、及びプログラム |
US11854131B2 (en) * | 2021-01-13 | 2023-12-26 | Adobe Inc. | Content-specific-preset edits for digital images |
CN114468973B (zh) * | 2022-01-21 | 2023-08-11 | 广州视域光学科技股份有限公司 | 一种智能视力检测系统 |
Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2009278155A (ja) * | 2008-05-12 | 2009-11-26 | Canon Inc | 撮像装置、撮像装置の制御方法、及びプログラム |
US20130148853A1 (en) * | 2011-12-12 | 2013-06-13 | Samsung Electronics Co., Ltd. | Image processing apparatus and image processing method |
CN103559505A (zh) * | 2013-11-18 | 2014-02-05 | 庄浩洋 | 一种3d骨架建模与手检测方法 |
CN103679175A (zh) * | 2013-12-13 | 2014-03-26 | 电子科技大学 | 一种基于深度摄像机的快速3d骨骼模型检测方法 |
CN104281839A (zh) * | 2014-09-26 | 2015-01-14 | 深圳市同洲电子股份有限公司 | 一种人体姿势识别方法和装置 |
US20160163066A1 (en) * | 2013-07-18 | 2016-06-09 | Canon Kabushiki Kaisha | Image processing device and imaging apparatus |
CN106331492A (zh) * | 2016-08-29 | 2017-01-11 | 广东欧珀移动通信有限公司 | 一种图像处理方法及终端 |
Family Cites Families (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5128711A (en) * | 1989-04-28 | 1992-07-07 | Fuji Photo Film Co., Ltd. | Apparatus for recording position information of principal image and method of detecting principal image |
US5463470A (en) * | 1991-10-09 | 1995-10-31 | Fuji Photo Film Co., Ltd. | Methods of collecting photometric image data and determining light exposure by extracting feature image data from an original image |
US7683964B2 (en) * | 2005-09-05 | 2010-03-23 | Sony Corporation | Image capturing apparatus and image capturing method |
US20100246904A1 (en) * | 2006-05-23 | 2010-09-30 | Glory, Ltd. | Face authentication device, face authentication method, and face authentication program |
JP5116393B2 (ja) * | 2007-07-31 | 2013-01-09 | キヤノン株式会社 | 画像処理装置及び画像処理方法 |
JP2010204304A (ja) * | 2009-03-02 | 2010-09-16 | Panasonic Corp | 撮像装置、運転者監視装置および顔部測距方法 |
JP5136664B2 (ja) * | 2010-07-09 | 2013-02-06 | カシオ計算機株式会社 | 画像処理装置、及びプログラム |
JP6343200B2 (ja) * | 2014-07-31 | 2018-06-13 | キヤノン株式会社 | 撮像装置およびその制御方法ならびにプログラム |
JP6512810B2 (ja) * | 2014-12-11 | 2019-05-15 | キヤノン株式会社 | 撮像装置および制御方法とプログラム |
US20170163953A1 (en) * | 2015-12-08 | 2017-06-08 | Le Holdings (Beijing) Co., Ltd. | Method and electronic device for processing image containing human face |
WO2017170723A1 (ja) * | 2016-03-31 | 2017-10-05 | 株式会社ニコン | 撮像装置、画像処理装置、および電子機器 |
CN106851121B (zh) * | 2017-01-05 | 2019-07-05 | Oppo广东移动通信有限公司 | 控制方法及控制装置 |
CN106851123B (zh) * | 2017-03-09 | 2020-12-22 | Oppo广东移动通信有限公司 | 曝光控制方法、曝光控制装置及电子装置 |
-
2017
- 2017-03-09 EP EP17899328.3A patent/EP3588363A4/en active Pending
- 2017-03-09 CN CN201780081705.2A patent/CN110168562B/zh active Active
- 2017-03-09 WO PCT/CN2017/076028 patent/WO2018161289A1/zh unknown
-
2019
- 2019-09-09 US US16/564,990 patent/US11227368B2/en active Active
Patent Citations (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP2009278155A (ja) * | 2008-05-12 | 2009-11-26 | Canon Inc | 撮像装置、撮像装置の制御方法、及びプログラム |
US20130148853A1 (en) * | 2011-12-12 | 2013-06-13 | Samsung Electronics Co., Ltd. | Image processing apparatus and image processing method |
US20160163066A1 (en) * | 2013-07-18 | 2016-06-09 | Canon Kabushiki Kaisha | Image processing device and imaging apparatus |
CN103559505A (zh) * | 2013-11-18 | 2014-02-05 | 庄浩洋 | 一种3d骨架建模与手检测方法 |
CN103679175A (zh) * | 2013-12-13 | 2014-03-26 | 电子科技大学 | 一种基于深度摄像机的快速3d骨骼模型检测方法 |
CN104281839A (zh) * | 2014-09-26 | 2015-01-14 | 深圳市同洲电子股份有限公司 | 一种人体姿势识别方法和装置 |
CN106331492A (zh) * | 2016-08-29 | 2017-01-11 | 广东欧珀移动通信有限公司 | 一种图像处理方法及终端 |
Non-Patent Citations (6)
Title |
---|
FAWZY FADWA等: "2DHOOF-2DPCA contour based optical flow algorithm for human activity recognition", 《2013 IEEE 56TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS)》 * |
LIN GUO-SHIANG等: "Automatic image quality enhancement based on exposure correction and dominate color detection", 《2013 9TH INTERNATIONAL CONFERENCE ON INFORMATION, COMMUNICATIONS & SIGNAL PROCESSING》 * |
NGUYEN TAM V等: "Seeing Human Weight from a Single RGB-D Image", 《JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY》 * |
SHIH F Y等: "Automatic seeded region growing for color image segmentation", 《IMAGE AND VISION COMPUTING》 * |
YUANKAI WANG等: "Face Detection with Automatic White Balance for Digital Still Camera", 《2008 INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSIN》 * |
刘岗等: "基于肤色及深度信息的人脸轮廓提取", 《江南大学学报(自然科学版)》 * |
Cited By (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN112446842A (zh) * | 2019-08-28 | 2021-03-05 | 深圳市光鉴科技有限公司 | 基于稀疏和稠密深度图图像重建方法、系统、设备及介质 |
CN111915539A (zh) * | 2020-07-14 | 2020-11-10 | 维沃移动通信有限公司 | 图像处理方法及装置 |
CN113971822A (zh) * | 2020-07-22 | 2022-01-25 | 武汉Tcl集团工业研究院有限公司 | 一种人脸检测方法、智能终端及存储介质 |
CN116485786A (zh) * | 2023-06-15 | 2023-07-25 | 贵州医科大学附属医院 | 一种内分泌试纸智能分析方法 |
CN116485786B (zh) * | 2023-06-15 | 2023-09-01 | 贵州医科大学附属医院 | 一种内分泌试纸智能分析方法 |
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US11227368B2 (en) | 2022-01-18 |
US20190392564A1 (en) | 2019-12-26 |
CN110168562B (zh) | 2023-06-09 |
EP3588363A4 (en) | 2020-05-27 |
WO2018161289A1 (zh) | 2018-09-13 |
EP3588363A1 (en) | 2020-01-01 |
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