d263ab7764ebfc08ab514238e873e726 frogen_a2020m5v11p513.pdf c359979e638176c9a6a29fb9279e9cab51a2361d frogen_a2020m5v11p513.pdf e5f6b7f455230b2b3be052b30fc1af84c8301739a27a1a5d60707b81b09402cd frogen_a2020m5v11p513.pdf Title: Estimating Conformational Traits in Dairy Cattle With DeepAPS: A Two-Step Deep Learning Automated Phenotyping and Segmentation Approach Subject: Assessing conformation features in an accurate and rapid manner remains a challenge in the dairy industry. Keywords: image analysis, morphology, phenomics, image mask, deep learning, dairy cattle Author: Jessica Nye Creator: LaTeX with hyperref package Producer: pdfTeX-1.40.15 CreationDate: Tue May 19 15:36:00 2020 CEST ModDate: Thu Jul 30 18:44:47 2020 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 9 Encrypted: no Page size: 595.276 x 779.528 pts Page rot: 0 File size: 1088312 bytes Optimized: yes PDF version: 1.5 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- PYAZWI+MTSYN Type 1 Builtin yes yes no 561 0 FBCFIF+MinionPro-Regular Type 1 Custom yes yes no 565 0 YFSEXU+HelveticaNeueLTStd-Bd Type 1 Custom yes yes no 568 0 RRXIJL+HelveticaNeueLTStd-Lt Type 1 Custom yes yes no 571 0 CCVXXJ+HelveticaNeueLTStd-BdIt Type 1 Custom yes yes no 574 0 OMQTPS+HelveticaNeueLTStd-LtIt Type 1 Custom yes yes no 577 0 UJKXEH+HelveticaNeueLTStd-MdIt Type 1 Custom yes yes no 580 0 ZAHJAF+MinionPro-Bold Type 1 Custom yes yes no 358 0 YBZWIA+MinionPro-It Type 1 Custom yes yes no 359 0 Jhove (Rel. 1.22.1, 2019-04-17) Date: 2020-08-10 12:04:27 CEST RepresentationInformation: frogen_a2020m5v11p513.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2020-07-30 18:45:58 CEST Size: 1088312 Format: PDF Version: 1.5 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf Profile: Linearized PDF PDFMetadata: Objects: 0 FreeObjects: 1 IncrementalUpdates: 0 DocumentCatalog: PageLayout: SinglePage PageMode: UseOutlines Outlines: Item: Title: Estimating Conformational Traits in Dairy Cattle With DeepAPS: A Two-Step Deep Learning Automated Phenotyping and Segmentation Approach Children: Item: Title: Introduction Item: Title: Materials and Methods Children: Item: Title: Image Collection Item: Title: Automated Segmentation Item: Title: Manual Segmentation Item: Title: Genetic Parameters Item: Title: Application to Other Datasets Item: Title: Results Item: Title: Discussion Item: Title: Data Availability Statement Item: Title: Author Contributions Item: Title: Funding Item: Title: Acknowledgments Item: Title: Supplementary Material Item: Title: References Filters: FilterPipeline: FlateDecode Fonts: Type1: Font: BaseFont: OMQTPS+HelveticaNeueLTStd-LtIt FontSubset: true FirstChar: 40 LastChar: 233 FontDescriptor: FontName: OMQTPS+HelveticaNeueLTStd-LtIt Flags: Symbolic FontBBox: -165, -214, 1099, 951 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: PYAZWI+MTSYN FontSubset: true FirstChar: 2 LastChar: 24 FontDescriptor: FontName: PYAZWI+MTSYN Flags: Symbolic FontBBox: 0, -954, 1043, 900 FontFile: true Font: BaseFont: UJKXEH+HelveticaNeueLTStd-MdIt FontSubset: true FirstChar: 42 LastChar: 233 FontDescriptor: FontName: UJKXEH+HelveticaNeueLTStd-MdIt Flags: Symbolic FontBBox: -165, -218, 1125, 947 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: FBCFIF+MinionPro-Regular FontSubset: true FirstChar: 2 LastChar: 252 FontDescriptor: FontName: FBCFIF+MinionPro-Regular Flags: Symbolic FontBBox: -289, -360, 1684, 917 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: ZAHJAF+MinionPro-Bold FontSubset: true FirstChar: 3 LastChar: 150 FontDescriptor: FontName: ZAHJAF+MinionPro-Bold Flags: Symbolic FontBBox: -318, -360, 1684, 917 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: YBZWIA+MinionPro-It FontSubset: true FirstChar: 40 LastChar: 233 FontDescriptor: FontName: YBZWIA+MinionPro-It Flags: Symbolic FontBBox: -201, -360, 1684, 919 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: YFSEXU+HelveticaNeueLTStd-Bd FontSubset: true FirstChar: 40 LastChar: 124 FontDescriptor: FontName: YFSEXU+HelveticaNeueLTStd-Bd Flags: Symbolic FontBBox: -166, -218, 1078, 975 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: RRXIJL+HelveticaNeueLTStd-Lt FontSubset: true FirstChar: 2 LastChar: 150 FontDescriptor: FontName: RRXIJL+HelveticaNeueLTStd-Lt Flags: Symbolic FontBBox: -166, -214, 1050, 967 FontFile: true EncodingDictionary: Differences: true Font: BaseFont: CCVXXJ+HelveticaNeueLTStd-BdIt FontSubset: true FirstChar: 42 LastChar: 121 FontDescriptor: FontName: CCVXXJ+HelveticaNeueLTStd-BdIt Flags: Symbolic FontBBox: -166, -218, 1129, 975 FontFile: true EncodingDictionary: Differences: true XMP: image analysis, morphology, phenomics, image mask, deep learning, dairy cattle pdfTeX-1.40.15 1.5 application/pdf fgene-11-00513.tex Estimating Conformational Traits in Dairy Cattle With DeepAPS: A Two-Step Deep Learning Automated Phenotyping and Segmentation Approach Assessing conformation features in an accurate and rapid manner remains a challenge in the dairy industry. Jessica Nye Laura M. 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