CN115578441A - 基于深度学习的车辆侧面图像拼接和车辆尺寸测量方法 - Google Patents
基于深度学习的车辆侧面图像拼接和车辆尺寸测量方法 Download PDFInfo
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/60—Analysis of geometric attributes
- G06T7/62—Analysis of geometric attributes of area, perimeter, diameter or volume
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06T3/4038—Image mosaicing, e.g. composing plane images from plane sub-images
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06T2207/30248—Vehicle exterior or interior
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- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
- Y02T—CLIMATE CHANGE MITIGATION TECHNOLOGIES RELATED TO TRANSPORTATION
- Y02T10/00—Road transport of goods or passengers
- Y02T10/10—Internal combustion engine [ICE] based vehicles
- Y02T10/40—Engine management systems
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Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
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CN117079219A (zh) * | 2023-10-08 | 2023-11-17 | 山东车拖车网络科技有限公司 | 一种应用于拖车业务的车辆运行情况监控方法及设备 |
Citations (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105654507A (zh) * | 2015-12-24 | 2016-06-08 | 北京航天测控技术有限公司 | 一种基于图像动态特征跟踪的车辆外廓尺寸测量方法 |
CN105809626A (zh) * | 2016-03-08 | 2016-07-27 | 长春理工大学 | 一种自适应光线补偿的视频图像拼接方法 |
CN105825476A (zh) * | 2016-06-12 | 2016-08-03 | 浙江清华长三角研究院 | 一种应用于dsp的图像快速扫描拼接方式 |
CN108550143A (zh) * | 2018-04-03 | 2018-09-18 | 长安大学 | 一种基于rgb-d相机的车辆长宽高尺寸的测量方法 |
CN110910314A (zh) * | 2019-11-27 | 2020-03-24 | 广州市玄武无线科技股份有限公司 | 一种货架场景图像的拼接方法及装置 |
US20200265591A1 (en) * | 2019-04-23 | 2020-08-20 | Jiangnan University | Visual Multi-Object Tracking based on Multi-Bernoulli Filter with YOLOv3 Detection |
CN113905190A (zh) * | 2021-09-30 | 2022-01-07 | 中国电子科技集团公司第五十四研究所 | 一种面向无人机视频的全景图实时拼接方法 |
KR102368122B1 (ko) * | 2021-08-31 | 2022-02-25 | 이홍기 | 딥러닝 영상 인식 기반의 차량 검출 및 추적 기술을 이용한 차량 번호 인식 방법 및 시스템 |
US20220084186A1 (en) * | 2018-12-21 | 2022-03-17 | Canscan Softwares And Technologies Inc. | Automated inspection system and associated method for assessing the condition of shipping containers |
CN114266823A (zh) * | 2021-12-07 | 2022-04-01 | 武汉理工大学 | 一种结合SuperPoint网络特征提取的单目SLAM方法 |
CN114581307A (zh) * | 2022-03-18 | 2022-06-03 | 无锡范特智能科技有限公司 | 用于目标追踪识别的多图像拼接方法、***、设备及介质 |
CN114757833A (zh) * | 2022-06-15 | 2022-07-15 | 北京中瑞方兴科技有限公司 | 一种车辆侧面图像拼接方法及*** |
CN114897683A (zh) * | 2022-04-25 | 2022-08-12 | 深圳信路通智能技术有限公司 | 车侧图像的获取方法及其装置、***和计算机设备 |
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- 2022-08-30 CN CN202211049482.0A patent/CN115578441B/zh active Active
Patent Citations (13)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105654507A (zh) * | 2015-12-24 | 2016-06-08 | 北京航天测控技术有限公司 | 一种基于图像动态特征跟踪的车辆外廓尺寸测量方法 |
CN105809626A (zh) * | 2016-03-08 | 2016-07-27 | 长春理工大学 | 一种自适应光线补偿的视频图像拼接方法 |
CN105825476A (zh) * | 2016-06-12 | 2016-08-03 | 浙江清华长三角研究院 | 一种应用于dsp的图像快速扫描拼接方式 |
CN108550143A (zh) * | 2018-04-03 | 2018-09-18 | 长安大学 | 一种基于rgb-d相机的车辆长宽高尺寸的测量方法 |
US20220084186A1 (en) * | 2018-12-21 | 2022-03-17 | Canscan Softwares And Technologies Inc. | Automated inspection system and associated method for assessing the condition of shipping containers |
US20200265591A1 (en) * | 2019-04-23 | 2020-08-20 | Jiangnan University | Visual Multi-Object Tracking based on Multi-Bernoulli Filter with YOLOv3 Detection |
CN110910314A (zh) * | 2019-11-27 | 2020-03-24 | 广州市玄武无线科技股份有限公司 | 一种货架场景图像的拼接方法及装置 |
KR102368122B1 (ko) * | 2021-08-31 | 2022-02-25 | 이홍기 | 딥러닝 영상 인식 기반의 차량 검출 및 추적 기술을 이용한 차량 번호 인식 방법 및 시스템 |
CN113905190A (zh) * | 2021-09-30 | 2022-01-07 | 中国电子科技集团公司第五十四研究所 | 一种面向无人机视频的全景图实时拼接方法 |
CN114266823A (zh) * | 2021-12-07 | 2022-04-01 | 武汉理工大学 | 一种结合SuperPoint网络特征提取的单目SLAM方法 |
CN114581307A (zh) * | 2022-03-18 | 2022-06-03 | 无锡范特智能科技有限公司 | 用于目标追踪识别的多图像拼接方法、***、设备及介质 |
CN114897683A (zh) * | 2022-04-25 | 2022-08-12 | 深圳信路通智能技术有限公司 | 车侧图像的获取方法及其装置、***和计算机设备 |
CN114757833A (zh) * | 2022-06-15 | 2022-07-15 | 北京中瑞方兴科技有限公司 | 一种车辆侧面图像拼接方法及*** |
Non-Patent Citations (2)
Title |
---|
LEI XIE等: "Non-common Field of View 2D Full-Field Digital Image Correlation Method Based on Space Conversion Calibration Method", 2021 6TH INTERNATIONAL CONFERENCE ON IMAGE, VISION AND COMPUTING (ICIVC), pages 222 - 226 * |
罗艳龙等: "一种基于两重分批估计融合计算的车辆环视***自适应标定方法", 上海汽车, vol. 2021, no. 03, pages 14 - 18 * |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117079219A (zh) * | 2023-10-08 | 2023-11-17 | 山东车拖车网络科技有限公司 | 一种应用于拖车业务的车辆运行情况监控方法及设备 |
CN117079219B (zh) * | 2023-10-08 | 2024-01-09 | 山东车拖车网络科技有限公司 | 一种应用于拖车业务的车辆运行情况监控方法及设备 |
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