SG11201911805VA - Deep learning-based variant classifier - Google Patents

Deep learning-based variant classifier

Info

Publication number
SG11201911805VA
SG11201911805VA SG11201911805VA SG11201911805VA SG11201911805VA SG 11201911805V A SG11201911805V A SG 11201911805VA SG 11201911805V A SG11201911805V A SG 11201911805VA SG 11201911805V A SG11201911805V A SG 11201911805VA SG 11201911805V A SG11201911805V A SG 11201911805VA
Authority
SG
Singapore
Prior art keywords
deep learning
based variant
variant classifier
classifier
learning
Prior art date
Application number
SG11201911805VA
Inventor
Ole Benjamin Schulz-Trieglaff
Anthony James Cox
Kai-How FARH
Original Assignee
Illumina Inc
Illumina Cambridge Ltd
Priority date (The priority date 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 date listed.)
Filing date
Publication date
Application filed by Illumina Inc, Illumina Cambridge Ltd filed Critical Illumina Inc
Publication of SG11201911805VA publication Critical patent/SG11201911805VA/en

Links

Classifications

    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B40/00—ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
    • G16B40/20—Supervised data analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • G06F18/2148—Generating training patterns; Bootstrap methods, e.g. bagging or boosting characterised by the process organisation or structure, e.g. boosting cascade
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/243—Classification techniques relating to the number of classes
    • G06F18/2431—Multiple classes
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00—Arrangements for program control, e.g. control units
    • G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/30—Arrangements for executing machine instructions, e.g. instruction decode
    • G06F9/38—Concurrent instruction execution, e.g. pipeline, look ahead
    • G06F9/3877—Concurrent instruction execution, e.g. pipeline, look ahead using a slave processor, e.g. coprocessor
    • 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • 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
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B20/00—ICT specially adapted for functional genomics or proteomics, e.g. genotype-phenotype associations
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B20/00—ICT specially adapted for functional genomics or proteomics, e.g. genotype-phenotype associations
    • G16B20/20—Allele or variant detection, e.g. single nucleotide polymorphism [SNP] detection
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
    • G16B40/00—ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
SG11201911805VA 2018-01-15 2019-01-14 Deep learning-based variant classifier SG11201911805VA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201862617552P 2018-01-15 2018-01-15
PCT/US2019/013534 WO2019140402A1 (en) 2018-01-15 2019-01-14 Deep learning-based variant classifier

Publications (1)

Publication Number Publication Date
SG11201911805VA true SG11201911805VA (en) 2020-01-30

Family

ID=65279694

Family Applications (1)

Application Number Title Priority Date Filing Date
SG11201911805VA SG11201911805VA (en) 2018-01-15 2019-01-14 Deep learning-based variant classifier

Country Status (11)

Country Link
US (2) US11705219B2 (en)
EP (2) EP3619653B1 (en)
JP (3) JP6862581B2 (en)
KR (2) KR102273717B1 (en)
CN (1) CN110832510A (en)
AU (3) AU2019206709B2 (en)
CA (1) CA3065939A1 (en)
IL (2) IL283427B2 (en)
NZ (1) NZ759659A (en)
SG (1) SG11201911805VA (en)
WO (1) WO2019140402A1 (en)

Families Citing this family (62)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8676904B2 (en) 2008-10-02 2014-03-18 Apple Inc. Electronic devices with voice command and contextual data processing capabilities
EP2954514B1 (en) 2013-02-07 2021-03-31 Apple Inc. Voice trigger for a digital assistant
US10170123B2 (en) 2014-05-30 2019-01-01 Apple Inc. Intelligent assistant for home automation
US9338493B2 (en) 2014-06-30 2016-05-10 Apple Inc. Intelligent automated assistant for TV user interactions
US10747498B2 (en) 2015-09-08 2020-08-18 Apple Inc. Zero latency digital assistant
US10691473B2 (en) 2015-11-06 2020-06-23 Apple Inc. Intelligent automated assistant in a messaging environment
JP2020501240A (en) * 2016-11-18 2020-01-16 ナントミクス，エルエルシー Methods and systems for predicting DNA accessibility in pan-cancer genomes
DK180048B1 (en) 2017-05-11 2020-02-04 Apple Inc. MAINTAINING THE DATA PROTECTION OF PERSONAL INFORMATION
DK179496B1 (en) 2017-05-12 2019-01-15 Apple Inc. USER-SPECIFIC Acoustic Models
DK201770427A1 (en) 2017-05-12 2018-12-20 Apple Inc. Low-latency intelligent automated assistant
US11861491B2 (en) 2017-10-16 2024-01-02 Illumina, Inc. Deep learning-based pathogenicity classifier for promoter single nucleotide variants (pSNVs)
NZ759818A (en) 2017-10-16 2022-04-29 Illumina Inc Semi-supervised learning for training an ensemble of deep convolutional neural networks
CN110832510A (en) * 2018-01-15 2020-02-21 因美纳有限公司 Variant classifier based on deep learning
US10928918B2 (en) 2018-05-07 2021-02-23 Apple Inc. Raise to speak
DK180639B1 (en) 2018-06-01 2021-11-04 Apple Inc DISABILITY OF ATTENTION-ATTENTIVE VIRTUAL ASSISTANT
WO2020051776A1 (en) * 2018-09-11 2020-03-19 Intel Corporation Method and system of deep supervision object detection for reducing resource usage
US11462215B2 (en) 2018-09-28 2022-10-04 Apple Inc. Multi-modal inputs for voice commands
US11531861B2 (en) * 2018-11-06 2022-12-20 Google Llc Neural architecture search with factorized hierarchical search space
US11693378B2 (en) * 2019-03-01 2023-07-04 Alliance For Sustainable Energy, Llc Image-based solar estimates
US11348573B2 (en) 2019-03-18 2022-05-31 Apple Inc. Multimodality in digital assistant systems
US11676685B2 (en) 2019-03-21 2023-06-13 Illumina, Inc. Artificial intelligence-based quality scoring
NL2023314B1 (en) * 2019-03-21 2020-09-28 Illumina Inc Artificial intelligence-based quality scoring
US11210554B2 (en) 2019-03-21 2021-12-28 Illumina, Inc. Artificial intelligence-based generation of sequencing metadata
WO2020191389A1 (en) * 2019-03-21 2020-09-24 Illumina, Inc. Training data generation for artificial intelligence-based sequencing
NL2023311B9 (en) * 2019-03-21 2021-03-12 Illumina Inc Artificial intelligence-based generation of sequencing metadata
NL2023316B1 (en) * 2019-03-21 2020-09-28 Illumina Inc Artificial intelligence-based sequencing
NL2023312B1 (en) * 2019-03-21 2020-09-28 Illumina Inc Artificial intelligence-based base calling
US11704573B2 (en) * 2019-03-25 2023-07-18 Here Global B.V. Method, apparatus, and computer program product for identifying and compensating content contributors
US11307752B2 (en) 2019-05-06 2022-04-19 Apple Inc. User configurable task triggers
DK201970509A1 (en) 2019-05-06 2021-01-15 Apple Inc Spoken notifications
US10504005B1 (en) * 2019-05-10 2019-12-10 Capital One Services, Llc Techniques to embed a data object into a multidimensional frame
US20200365234A1 (en) * 2019-05-13 2020-11-19 Nvidia Corporation Sequence variation detection using deep learning
US11593649B2 (en) 2019-05-16 2023-02-28 Illumina, Inc. Base calling using convolutions
US11289073B2 (en) * 2019-05-31 2022-03-29 Apple Inc. Device text to speech
US11227599B2 (en) 2019-06-01 2022-01-18 Apple Inc. Methods and user interfaces for voice-based control of electronic devices
US11151412B2 (en) * 2019-07-01 2021-10-19 Everseen Limited Systems and methods for determining actions performed by objects within images
US11704231B2 (en) * 2019-07-26 2023-07-18 Microsoft Technology Licensing, Llc Techniques for conformance testing computational operations
US20220254015A1 (en) * 2019-07-31 2022-08-11 Montefiore Medical Center Identifying neutrophil extracellular traps in peripheral blood smears
WO2021041840A1 (en) * 2019-08-30 2021-03-04 Grail, Inc. Systems and methods for determining consensus base calls in nucleic acid sequencing
CN110674604B (en) * 2019-09-20 2022-07-08 武汉大学 Transformer DGA data prediction method based on multi-dimensional time sequence frame convolution LSTM
CN111104961A (en) * 2019-10-31 2020-05-05 太原理工大学 Method for classifying breast cancer based on improved MobileNet network
CN110929780B (en) * 2019-11-19 2023-07-11 腾讯科技（深圳）有限公司 Video classification model construction method, video classification device, video classification equipment and medium
CN111130697B (en) * 2019-12-24 2022-04-19 重庆邮电大学 Method for reducing complexity of communication physical layer transmission system based on automatic encoder
WO2021168353A2 (en) 2020-02-20 2021-08-26 Illumina, Inc. Artificial intelligence-based many-to-many base calling
CN111402951B (en) * 2020-03-17 2022-07-12 至本医疗科技（上海）有限公司 Copy number variation prediction method, device, computer device and storage medium
US20220121909A1 (en) * 2020-03-24 2022-04-21 Lg Electronics Inc. Training a neural network using stochastic whitening batch normalization
US11061543B1 (en) 2020-05-11 2021-07-13 Apple Inc. Providing relevant data items based on context
US11490204B2 (en) 2020-07-20 2022-11-01 Apple Inc. Multi-device audio adjustment coordination
US11438683B2 (en) 2020-07-21 2022-09-06 Apple Inc. User identification using headphones
US20220101943A1 (en) * 2020-09-30 2022-03-31 Myriad Women's Health, Inc. Deep learning based variant calling using machine learning
CN112183486B (en) * 2020-11-02 2023-08-01 中山大学 Method for rapidly identifying single-molecule nanopore sequencing base based on deep network
CN112541576B (en) * 2020-12-14 2024-02-20 四川翼飞视科技有限公司 Biological living body identification neural network construction method of RGB monocular image
CN112735519B (en) * 2021-01-11 2022-08-30 华中农业大学 Method, device and storage medium for positioning segregation character
US20220336054A1 (en) 2021-04-15 2022-10-20 Illumina, Inc. Deep Convolutional Neural Networks to Predict Variant Pathogenicity using Three-Dimensional (3D) Protein Structures
CN113128685B (en) * 2021-04-25 2023-04-07 湖南大学 Natural selection classification and group scale change analysis system based on neural network
CN113358993B (en) * 2021-05-13 2022-10-04 武汉大学 Online fault diagnosis method and system for multi-level converter IGBT
CN113344562B (en) * 2021-08-09 2021-11-02 四川大学 Method and device for detecting Etheng phishing accounts based on deep neural network
CN113836846B (en) * 2021-09-13 2023-10-17 北京大学 Integrated circuit pessimistic path analysis method for GPU (graphics processing Unit) accelerated computation
CN113963746B (en) * 2021-09-29 2023-09-19 西安交通大学 Genome structure variation detection system and method based on deep learning
WO2023153770A1 (en) * 2022-02-08 2023-08-17 주식회사 씨젠 Method and device for analyzing variant type of organism
CN115662520B (en) * 2022-10-27 2023-04-14 黑龙江金域医学检验实验室有限公司 Detection method of BCR/ABL1 fusion gene and related equipment
CN117409298B (en) * 2023-12-15 2024-04-02 西安航空学院 Multi-size target accurate identification method and equipment for road surface vehicle identification

Family Cites Families (50)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO1991006678A1 (en) 1989-10-26 1991-05-16 Sri International Dna sequencing
US5641658A (en) 1994-08-03 1997-06-24 Mosaic Technologies, Inc. Method for performing amplification of nucleic acid with two primers bound to a single solid support
AU6846798A (en) 1997-04-01 1998-10-22 Glaxo Group Limited Method of nucleic acid sequencing
AR021833A1 (en) 1998-09-30 2002-08-07 Applied Research Systems METHODS OF AMPLIFICATION AND SEQUENCING OF NUCLEIC ACID
DE60131194T2 (en) 2000-07-07 2008-08-07 Visigen Biotechnologies, Inc., Bellaire SEQUENCE PROVISION IN REAL TIME
WO2002044425A2 (en) 2000-12-01 2002-06-06 Visigen Biotechnologies, Inc. Enzymatic nucleic acid synthesis: compositions and methods for altering monomer incorporation fidelity
AR031640A1 (en) 2000-12-08 2003-09-24 Applied Research Systems ISOTHERMAL AMPLIFICATION OF NUCLEIC ACIDS IN A SOLID SUPPORT
US7057026B2 (en) 2001-12-04 2006-06-06 Solexa Limited Labelled nucleotides
US20040002090A1 (en) 2002-03-05 2004-01-01 Pascal Mayer Methods for detecting genome-wide sequence variations associated with a phenotype
EP1530578B1 (en) 2002-08-23 2013-03-13 Illumina Cambridge Limited Modified nucleotides for polynucleotide sequencing
GB0400974D0 (en) 2004-01-16 2004-02-18 Solexa Ltd Multiple inexact matching
GB2423819B (en) 2004-09-17 2008-02-06 Pacific Biosciences California Apparatus and method for analysis of molecules
GB0427236D0 (en) 2004-12-13 2005-01-12 Solexa Ltd Improved method of nucleotide detection
CA2611671C (en) 2005-06-15 2013-10-08 Callida Genomics, Inc. Single molecule arrays for genetic and chemical analysis
GB0514910D0 (en) 2005-07-20 2005-08-24 Solexa Ltd Method for sequencing a polynucleotide template
US7405281B2 (en) 2005-09-29 2008-07-29 Pacific Biosciences Of California, Inc. Fluorescent nucleotide analogs and uses therefor
GB0522310D0 (en) 2005-11-01 2005-12-07 Solexa Ltd Methods of preparing libraries of template polynucleotides
EP2021503A1 (en) 2006-03-17 2009-02-11 Solexa Ltd. Isothermal methods for creating clonal single molecule arrays
CN101460953B (en) 2006-03-31 2012-05-30 索雷克萨公司 Systems and devices for sequence by synthesis analysis
US7754429B2 (en) 2006-10-06 2010-07-13 Illumina Cambridge Limited Method for pair-wise sequencing a plurity of target polynucleotides
US8343746B2 (en) 2006-10-23 2013-01-01 Pacific Biosciences Of California, Inc. Polymerase enzymes and reagents for enhanced nucleic acid sequencing
US20110098193A1 (en) * 2009-10-22 2011-04-28 Kingsmore Stephen F Methods and Systems for Medical Sequencing Analysis
CN106977608A (en) * 2010-04-09 2017-07-25 阿尔布麦狄克斯公司 Albumin derivant and variant
EP2663656B1 (en) 2011-01-13 2016-08-24 Decode Genetics EHF Genetic variants as markers for use in urinary bladder cancer risk assessment
US9115353B2 (en) 2011-01-31 2015-08-25 Illumina, Inc. Method for nucleotide detection
US9773091B2 (en) 2011-10-31 2017-09-26 The Scripps Research Institute Systems and methods for genomic annotation and distributed variant interpretation
PT2893040T (en) * 2012-09-04 2019-04-01 Guardant Health Inc Systems and methods to detect rare mutations and copy number variation
US20140143188A1 (en) 2012-11-16 2014-05-22 Genformatic, Llc Method of machine learning, employing bayesian latent class inference: combining multiple genomic feature detection algorithms to produce an integrated genomic feature set with specificity, sensitivity and accuracy
US20160110498A1 (en) 2013-03-13 2016-04-21 Illumina, Inc. Methods and systems for aligning repetitive dna elements
US9418203B2 (en) 2013-03-15 2016-08-16 Cypher Genomics, Inc. Systems and methods for genomic variant annotation
WO2015048753A1 (en) * 2013-09-30 2015-04-02 Seven Bridges Genomics Inc. Methods and system for detecting sequence variants
US20200194099A1 (en) * 2013-11-01 2020-06-18 Accurascience Llc Machine learning-based variant calling using sequencing data collected from different subjects
WO2015085920A1 (en) * 2013-12-11 2015-06-18 Novozymes A/S Cutinase variants and polynucleotides encoding same
WO2015181119A2 (en) * 2014-05-27 2015-12-03 Novozymes A/S Lipase variants and polynucleotides encoding same
EP3194627B1 (en) 2014-09-18 2023-08-16 Illumina, Inc. Methods and systems for analyzing nucleic acid sequencing data
AU2016222569A1 (en) * 2015-02-26 2017-09-07 Asuragen, Inc. Methods and apparatuses for improving mutation assessment accuracy
CA2894317C (en) * 2015-06-15 2023-08-15 Deep Genomics Incorporated Systems and methods for classifying, prioritizing and interpreting genetic variants and therapies using a deep neural network
CA2985491A1 (en) * 2015-06-22 2016-12-29 Counsyl, Inc. Methods of predicting pathogenicity of genetic sequence variants
US10629291B2 (en) 2016-03-10 2020-04-21 Koninklijke Philips N.V. Antibiotic resistance causation identification
KR20180132727A (en) * 2016-03-29 2018-12-12 리제너론 파마슈티칼스 인코포레이티드 Gene variant phenotype analysis system and use method
US10831444B2 (en) * 2016-04-04 2020-11-10 Technion Research & Development Foundation Limited Quantized neural network training and inference
WO2017214320A1 (en) 2016-06-07 2017-12-14 Edico Genome, Corp. Bioinformatics systems, apparatus, and methods for performing secondary and/or tertiary processing
US11157814B2 (en) * 2016-11-15 2021-10-26 Google Llc Efficient convolutional neural networks and techniques to reduce associated computational costs
CA3044231A1 (en) 2016-11-16 2018-05-24 Illumina, Inc. Validation methods and systems for sequence variant calls
CN110832510A (en) * 2018-01-15 2020-02-21 因美纳有限公司 Variant classifier based on deep learning
US20190318806A1 (en) * 2018-04-12 2019-10-17 Illumina, Inc. Variant Classifier Based on Deep Neural Networks
US20200251183A1 (en) * 2018-07-11 2020-08-06 Illumina, Inc. Deep Learning-Based Framework for Identifying Sequence Patterns that Cause Sequence-Specific Errors (SSEs)
WO2020077232A1 (en) * 2018-10-12 2020-04-16 Cambridge Cancer Genomics Limited Methods and systems for nucleic acid variant detection and analysis
US11676685B2 (en) * 2019-03-21 2023-06-13 Illumina, Inc. Artificial intelligence-based quality scoring
US20240066070A1 (en) * 2021-01-12 2024-02-29 Agex Therapeutics, Inc. Methods for the ex vivo induction of tissue regeneration in microbiopsies

Also Published As

Publication number Publication date
EP3901833A1 (en) 2021-10-27
US20230386611A1 (en) 2023-11-30
JP7247253B2 (en) 2023-03-28
AU2021282469B2 (en) 2023-07-20
AU2019206709B2 (en) 2021-09-09
IL283427A (en) 2021-06-30
NZ759659A (en) 2022-07-01
WO2019140402A1 (en) 2019-07-18
JP6862581B2 (en) 2021-04-21
AU2023251541A1 (en) 2023-11-16
IL283427B1 (en) 2023-06-01
AU2019206709A1 (en) 2019-12-19
CA3065939A1 (en) 2019-07-18
JP2020525893A (en) 2020-08-27
IL283427B2 (en) 2023-10-01
AU2021282469A1 (en) 2022-01-06
JP2021120869A (en) 2021-08-19
KR102273717B1 (en) 2021-07-06
JP2023080096A (en) 2023-06-08
US11705219B2 (en) 2023-07-18
EP3619653B1 (en) 2021-05-19
CN110832510A (en) 2020-02-21
US20190220704A1 (en) 2019-07-18
KR20200010488A (en) 2020-01-30
KR20210084686A (en) 2021-07-07
IL271093A (en) 2020-01-30
IL271093B (en) 2021-09-30
EP3619653A1 (en) 2020-03-11

Similar Documents

Publication Publication Date Title
IL271093B (en) Deep learning-based variant classifier
IL271568A (en) Rare instance classifiers
IL262107B (en) Overlapping facets
SG10202108418TA (en) Multi-hypotheses merge mode
GB201711558D0 (en) Segmentation
EP3821377A4 (en) Deep learning-based coregistration
SG11202001938RA (en) Coolant
IL266120A (en) Drive configuration
GB201705755D0 (en) Nanostructure
GB2567426B (en) Head restraint assembly
GB201714354D0 (en) Siam
GB201609184D0 (en) Printer
GB201803464D0 (en) Ability classification
EP3466852C0 (en) Printer
GB201811066D0 (en) Nanoparticles
AU2017332V (en) BS20-5-1 Fragaria xananassa
AU2017287V (en) DrisStrawFiftyTwo Fragaria xananassa
AU2017286V (en) DrisStrawFiftyOne Fragaria xananassa
AU2017292V (en) DrisStrawFiftySeven Fragaria xananassa
AU2017291V (en) DrisStrawFiftySix Fragaria xananassa
AU2017290V (en) DrisStrawFiftyFive Fragaria xananassa
AU2017289V (en) DrisStrawFiftyFour Fragaria xananassa
AU2017288V (en) DrisStrawFiftyThree Fragaria xananassa
AU2017193V (en) MYAG-2AD Fragaria xananassa
AU2017170V (en) Sunglow ASBP Fragaria xananassa