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| 1 | Evaluating OpenFace:an open-source automatic facial comparison algorithm for forensics显示文摘This article studies the application of models of OpenFace(an open-source deep learning algorithm)to forensics by using multiple datasets.The discussion focuses on the ability of the software to identify similarities and differences between faces based on images from forensics.Experiments using OpenFace on the Labeled Faces in the Wild(LFW)-raw dataset,the LFW-deep funnelled dataset,the Surveillance Cameras Face Database(SCface)and ForenFace datasets showed that as the resolution of the input images worsened,the effectiveness of the models degraded.In general,the effect of the quality of the query images on the efficiency of OpenFace was apparent.Therefore,OpenFace in its current form is inadequate for application to forensics,but can be improved to offer promising uses in the field. | Angeliki Fydanaki Zeno Geradts | 2018 | Forensic Sciences Research2018，3，3： | 2 |
| 2 | Clothing identification via deep learning:forensic applications显示文摘Attribute-based identification systems are essential for forensic investigations because they help in identifying individuals.An item such as clothing is a visual attribute because it can usually be used to describe people.The method proposed in this article aims to identify people based on the visual information derived from their attire.Deep learning is used to train the computer to classify images based on clothing content.We first demonstrate clothing classification using a large scale dataset,where the proposed model performs relatively poorly.Then,we use clothing classification on a dataset containing popular logos and famous brand images.The results show that the model correctly classifies most of the test images with a success rate that is higher than 70%.Finally,we evaluate clothing classification using footage from surveillance cameras.The system performs well on this dataset,labelling 70%of the test images correctly. | Marianna Bedeli Zeno Geradts Erwin van Eijk | 2018 | Forensic Sciences Research2018，3，3： | 2 |
| 3 | Loss of KAI1 expression in the progression of colorectal cancer 显示文摘 | Lombardi DP Geradts J Foley JF | 1999 | Cancer Res1999，59，22： | 1 |
| 4 | Immunohistochemical detection of the cyclindependent kinase inhibitor 2/mutiple tumor suppressor gene 1 (CDKN2/MTS1) product p16 INK4A in archival human solid tumor:correlation with retinoblastoma protein express显示文摘 | Geradts J Kratzke RA Niehans GA | 1995 | Cancer Res1995，55，24： | 1 |
| 5 | Down regulation of TSLC1 and DAL 1 expression occurs frequently in breast cancer显示文摘 | Heller G Geradts J Ziegler B | 2007 | Breast Cancer Res Treat2007，103，3： | 1 |
| 6 | CDKN2A promoter methylation in gastric adenocarcinomas:clinical variables显示文摘 | Vo Q N Geradts J Boudreau D A | 2002 | Hum Pathol2002，33，12： | 1 |
| 7 | Loss of KAI1 expression in the progression of colorectal cancer显示文摘 | Lombardi DP Geradts J Foley JF | 1999 | Cancer Res1999，59，22： | 1 |
| 8 | Protein expression and functional analysis of the FHIT genhuman tumor cells显示文摘 | Otterson GA Xiao GH Geradts J | 1998 | J Natl Cancer Inst1998，90，6： | 1 |
| 9 | Downregulation of TSLC1 and DAL - 1 expression occurs frequently in breast cancer显示文摘 | Heller G Geradts J Ziegler B | 2007 | Breast Cancer Res Treat2007，103，3： | 1 |
| 10 | Down regulation of TSLC1 and DAL-1 expression occurs frequently in breast cancer 显示文摘 | Heller G Geradts J Ziegler B | 2007 | Breast Cancer Res Treat2007，103，3： | 1 |
| 11 | Loss of FHIT expression in non - small - cell lung cancer: correlation with molecular genetic abnormalities and clinicopathological features 显示文摘 | GERADTS J FONG K M ZIMMERMAN P V | 2000 | Br J Cancer2000，82，6： | 1 |
| 12 | Abrogation of the Rb/pl6 tumor-suppressive pathway in virtually all pancreatic carcinomas 显示文摘 | Schutte M Hruban RH Geradts J | 1997 | Cancer Res1997，57，15： | 1 |
| 13 | Loss of Fhit expression in non-small cell lung cancer: correlation with molecular genetic abnormalities and clinicopathological features 显示文摘 | Geradts J Fong KM Zimmerman PV | 2000 | BR J Cancer2000，82，6： | 1 |
| 14 | Mammographic predictors of the presence and size of invasive carcinomas associated with malignant microcalcification lesions without a mass显示文摘 | Stomper PC Geradts J Edge SB | 2003 | AJR2003，181，： | 1 |
| 15 | Loss of KAI1 expression in the progression of colorectal cancer 显示文摘 | Lombardi DP Geradts J Foley JF | 1999 | Cancer Res1999，59，22： | 1 |
| 16 | Loss of KAI1 expression in the progression of colorectal cancer显示文摘 | Lombardi DP Geradts J Foley JF | 1999 | Cancer Res1999，59，22： | 1 |
| 17 | Abnormal expression of cell cycle regulator proteins inductal and lobular carcinomas of the breast显示文摘 | Geradt SJ Ingram CD | 2000 | Mod Pat Hol2000，13，9： | 1 |
| 18 | hZip2 and hZip3 zinctransporters are down regulated in human prostate adenocarci-nomatous glands显示文摘 | Desouki MM Geradts J Milon B | 2007 | Mol Cancer2007，6，： | 1 |
| 19 | Protein expression and functional analysis of the Fhit gene in human tumor cells显示文摘 | Ottern GA Xiao GH Geradts J | | 0，，： | 1 |
| 20 | Optical breast cancer margin assessment: an observational study of the effects of tissue heterogeneity on optical contrast 显示文摘 | Kennedy S Geradts J Bydlon T | 2010 | Breast Cancer Res2010，12，6： | 1 |
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