CN108335402B - 一种基于深度学习的验钞机红外对管鉴伪方法 - Google Patents
一种基于深度学习的验钞机红外对管鉴伪方法 Download PDFInfo
- Publication number
- CN108335402B CN108335402B CN201710034925.1A CN201710034925A CN108335402B CN 108335402 B CN108335402 B CN 108335402B CN 201710034925 A CN201710034925 A CN 201710034925A CN 108335402 B CN108335402 B CN 108335402B
- Authority
- CN
- China
- Prior art keywords
- infrared
- path
- waveform
- bank note
- transistors
- 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
Links
- 238000000034 method Methods 0.000 title claims abstract description 30
- 238000013135 deep learning Methods 0.000 title claims abstract description 13
- 238000012549 training Methods 0.000 claims abstract description 18
- 230000008569 process Effects 0.000 claims abstract description 12
- 238000012545 processing Methods 0.000 claims abstract description 9
- 238000012795 verification Methods 0.000 claims abstract description 6
- 238000007781 pre-processing Methods 0.000 claims abstract description 5
- 238000001514 detection method Methods 0.000 claims abstract description 4
- 230000002159 abnormal effect Effects 0.000 claims description 4
- 238000004364 calculation method Methods 0.000 claims description 3
- 238000013507 mapping Methods 0.000 claims description 3
- 238000011176 pooling Methods 0.000 claims description 3
- 230000001502 supplementing effect Effects 0.000 claims description 2
- 230000006870 function Effects 0.000 abstract description 2
- 238000013527 convolutional neural network Methods 0.000 abstract 2
- 230000005540 biological transmission Effects 0.000 description 4
- 238000005516 engineering process Methods 0.000 description 2
- 238000005286 illumination Methods 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 230000009471 action Effects 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 238000006243 chemical reaction Methods 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000010586 diagram Methods 0.000 description 1
- 238000009434 installation Methods 0.000 description 1
- 238000004519 manufacturing process Methods 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000011160 research Methods 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 238000002834 transmittance Methods 0.000 description 1
Classifications
-
- G—PHYSICS
- G07—CHECKING-DEVICES
- G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
- G07D7/00—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency
- G07D7/06—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency using wave or particle radiation
- G07D7/12—Visible light, infrared or ultraviolet radiation
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/08—Learning methods
-
- G—PHYSICS
- G07—CHECKING-DEVICES
- G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
- G07D7/00—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency
- G07D7/20—Testing patterns thereon
Landscapes
- Physics & Mathematics (AREA)
- Health & Medical Sciences (AREA)
- General Health & Medical Sciences (AREA)
- General Physics & Mathematics (AREA)
- Engineering & Computer Science (AREA)
- Toxicology (AREA)
- Theoretical Computer Science (AREA)
- Computational Linguistics (AREA)
- Computing Systems (AREA)
- Biophysics (AREA)
- Artificial Intelligence (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- Molecular Biology (AREA)
- Biomedical Technology (AREA)
- General Engineering & Computer Science (AREA)
- Mathematical Physics (AREA)
- Software Systems (AREA)
- Life Sciences & Earth Sciences (AREA)
- Inspection Of Paper Currency And Valuable Securities (AREA)
- Image Analysis (AREA)
Abstract
Description
Claims (3)
Priority Applications (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710034925.1A CN108335402B (zh) | 2017-01-18 | 2017-01-18 | 一种基于深度学习的验钞机红外对管鉴伪方法 |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN201710034925.1A CN108335402B (zh) | 2017-01-18 | 2017-01-18 | 一种基于深度学习的验钞机红外对管鉴伪方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN108335402A CN108335402A (zh) | 2018-07-27 |
CN108335402B true CN108335402B (zh) | 2019-12-10 |
Family
ID=62921624
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN201710034925.1A Active CN108335402B (zh) | 2017-01-18 | 2017-01-18 | 一种基于深度学习的验钞机红外对管鉴伪方法 |
Country Status (1)
Country | Link |
---|---|
CN (1) | CN108335402B (zh) |
Families Citing this family (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109117885B (zh) * | 2018-08-17 | 2021-08-17 | 北方民族大学 | 一种基于深度学习的邮票识别方法 |
CN109766944B (zh) * | 2019-01-10 | 2021-05-25 | 四川中新华搜信息技术有限公司 | 一种基于cnn的图像识别的商品外观防伪方法 |
CN110956737B (zh) * | 2020-01-07 | 2021-10-12 | 武汉卓目科技有限公司 | 一种安全线识别方法和装置 |
CN111476937B (zh) * | 2020-04-18 | 2021-11-16 | 武汉卓目科技有限公司 | 金融机具二维信号辅助一维信号鉴伪的方法及装置 |
CN111627145B (zh) * | 2020-05-19 | 2022-06-21 | 武汉卓目科技有限公司 | 一种图像精细镂空图文的识别方法及装置 |
CN111915792B (zh) * | 2020-05-19 | 2022-06-07 | 武汉卓目科技有限公司 | 一种图像斑马线图文的识别方法及装置 |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
FI20021578A (fi) * | 2002-09-03 | 2004-03-04 | Honeywell Oy | Paperin karakterisointi |
US8296189B2 (en) * | 2009-10-06 | 2012-10-23 | Bullock Roddy Mckee | Method for monetizing internet news sites and blogs |
CN103356163B (zh) * | 2013-07-08 | 2016-03-30 | 东北电力大学 | 基于视频图像和人工神经网络的凝视点测量装置及其方法 |
CN105787458B (zh) * | 2016-03-11 | 2019-01-04 | 重庆邮电大学 | 基于人工设计特征和深度学习特征自适应融合的红外行为识别方法 |
CN106226050B (zh) * | 2016-07-15 | 2019-02-01 | 北京航空航天大学 | 一种基于卷积神经网络的tfds故障图像自动识别方法 |
-
2017
- 2017-01-18 CN CN201710034925.1A patent/CN108335402B/zh active Active
Also Published As
Publication number | Publication date |
---|---|
CN108335402A (zh) | 2018-07-27 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN108335402B (zh) | 一种基于深度学习的验钞机红外对管鉴伪方法 | |
Hassanpour et al. | Feature extraction for paper currency recognition | |
CN102136166B (zh) | 多模态信息融合的纸币成像鉴伪方法及其装置 | |
CN104464079B (zh) | 基于模板特征点及其拓扑结构的多币种面值识别方法 | |
CN104298989B (zh) | 基于斑马线红外图像特征的鉴伪方法及其*** | |
KR102007685B1 (ko) | 하이브리드 위폐 감별 장치 및 시스템 | |
US9245399B2 (en) | Media authentication | |
US9690841B2 (en) | Method and apparatus for determining a class reference data record for the classification of value documents | |
JPH08507394A (ja) | 物品の分類方法と装置 | |
KR101001691B1 (ko) | 웨이블렛 변환을 이용한 권종인식방법 | |
CN102110323B (zh) | 一种验钞方法及验钞装置 | |
CN101504781A (zh) | 有价文件识别方法及装置 | |
JP2001126107A (ja) | 紙葉類の識別方法および装置 | |
Sharan et al. | Detection of counterfeit Indian currency note using image processing | |
CN106803091B (zh) | 一种纸币币值的识别方法和*** | |
Jadhav et al. | Currency identification and forged banknote detection using deep learning | |
CN105139508B (zh) | 一种检测纸币的方法及装置 | |
CN104835243A (zh) | 一种纸币防伪点多特征融合的鉴别纸币真伪的方法 | |
CN106898078B (zh) | 一种港币版本的识别方法及装置 | |
JP5502111B2 (ja) | 紙葉類識別装置および紙葉類識別方法 | |
CN106875543A (zh) | 一种基于rgb‑d相机的视障人士纸币识别***及识别方法 | |
CN106846608B (zh) | 一种基于rgb-d相机的视障人士纸币识别眼镜 | |
EP3410409B1 (en) | Media security validation | |
KR102070002B1 (ko) | 위폐 감별 효율 향상을 위한 하이브리드 위폐 감별 장치 | |
JP2589604B2 (ja) | 紙幣、及び紙葉類の判別方法 |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination | ||
GR01 | Patent grant | ||
GR01 | Patent grant | ||
CP03 | Change of name, title or address |
Address after: 430073 No. 006, 20th floor, business project (China Pharmaceutical Technology Trading Market), No. 1, xiyaojian Road, north of Gaoxin Avenue and Heying Road, East Lake New Technology Development Zone, Wuhan City, Hubei Province Patentee after: Wuhan Zhuomu Technology Co.,Ltd. Country or region after: China Address before: Room 1507-1522, Bainaohui Office Building, No.10 Luoyu Road, Wuchang District, Wuhan City, Hubei Province, 430070 Patentee before: WUHAN ZMVISION TECHNOLOGY Co.,Ltd. Country or region before: China |