JP2021500901A5 - - Google Patents
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- JP2021500901A5 JP2021500901A5 JP2020523785A JP2020523785A JP2021500901A5 JP 2021500901 A5 JP2021500901 A5 JP 2021500901A5 JP 2020523785 A JP2020523785 A JP 2020523785A JP 2020523785 A JP2020523785 A JP 2020523785A JP 2021500901 A5 JP2021500901 A5 JP 2021500901A5
- Authority
- JP
- Japan
- Prior art keywords
- image
- sample
- detection
- local
- analysis
- 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.)
- Pending
Links
- 238000000034 method Methods 0.000 claims description 103
- 238000001514 detection method Methods 0.000 claims description 70
- 238000004458 analytical method Methods 0.000 claims description 69
- 125000006850 spacer group Chemical group 0.000 claims description 44
- 238000012360 testing method Methods 0.000 claims description 34
- 210000004027 cell Anatomy 0.000 claims description 26
- 238000010801 machine learning Methods 0.000 claims description 22
- 238000013527 convolutional neural network Methods 0.000 claims description 12
- 238000013135 deep learning Methods 0.000 claims description 12
- 230000004807 localization Effects 0.000 claims description 12
- 238000012545 processing Methods 0.000 claims description 12
- 238000012549 training Methods 0.000 claims description 12
- 238000003556 assay Methods 0.000 claims description 10
- 210000000601 blood cell Anatomy 0.000 claims description 10
- 230000003044 adaptive effect Effects 0.000 claims description 8
- 238000007405 data analysis Methods 0.000 claims description 8
- 238000010295 mobile communication Methods 0.000 claims description 8
- 238000004590 computer program Methods 0.000 claims description 5
- 230000005055 memory storage Effects 0.000 claims description 5
- 238000003708 edge detection Methods 0.000 claims description 4
- 238000003384 imaging method Methods 0.000 claims description 4
- 230000011218 segmentation Effects 0.000 claims description 4
- 238000002372 labelling Methods 0.000 claims description 2
- 238000002156 mixing Methods 0.000 claims description 2
- 230000001105 regulatory effect Effects 0.000 claims description 2
- 239000000126 substance Substances 0.000 claims description 2
- 239000003550 marker Substances 0.000 claims 6
Applications Claiming Priority (3)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| US201762577481P | 2017-10-26 | 2017-10-26 | |
| US62/577,481 | 2017-10-26 | ||
| PCT/US2018/057877 WO2019084517A1 (en) | 2017-10-26 | 2018-10-26 | SYSTEM AND METHODS FOR IMAGE-BASED ANALYSIS USING MACHINE LEARNING AND CROF |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| JP2021500901A JP2021500901A (ja) | 2021-01-14 |
| JP2021500901A5 true JP2021500901A5 (enExample) | 2021-03-04 |
Family
ID=66246761
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2020523785A Pending JP2021500901A (ja) | 2017-10-26 | 2018-10-26 | Ｃｒｏｆおよび機械学習を使用する画像ベースのアッセイのシステムおよび方法 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US20200256856A1 (enExample) |
| EP (1) | EP3701260A4 (enExample) |
| JP (1) | JP2021500901A (enExample) |
| CN (1) | CN112689757A (enExample) |
| WO (1) | WO2019084517A1 (enExample) |
Families Citing this family (30)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| EP3700419A4 (en) * | 2017-10-26 | 2021-11-10 | Essenlix Corporation | QUICK MEASUREMENT OF PLATES |
| US12089930B2 (en) | 2018-03-05 | 2024-09-17 | Marquette University | Method and apparatus for non-invasive hemoglobin level prediction |
| EP3575813B1 (en) * | 2018-05-30 | 2022-06-29 | Siemens Healthcare GmbH | Quantitative mapping of a magnetic resonance imaging parameter by data-driven signal-model learning |
| JP2021534405A (ja) * | 2018-08-16 | 2021-12-09 | エッセンリックス コーポレーション | 体液、特に血液内の細胞分析 |
| US11068694B2 (en) * | 2019-01-23 | 2021-07-20 | Molecular Devices, Llc | Image analysis system and method of using the image analysis system |
| WO2020189219A1 (ja) * | 2019-03-19 | 2020-09-24 | 富士フイルム株式会社 | 情報処理装置、細胞培養システム、情報処理方法、及び情報処理プログラム |
| US11783917B2 (en) | 2019-03-21 | 2023-10-10 | Illumina, Inc. | Artificial intelligence-based base calling |
| US11210554B2 (en) | 2019-03-21 | 2021-12-28 | Illumina, Inc. | Artificial intelligence-based generation of sequencing metadata |
| US11593649B2 (en) * | 2019-05-16 | 2023-02-28 | Illumina, Inc. | Base calling using convolutions |
| US11423306B2 (en) | 2019-05-16 | 2022-08-23 | Illumina, Inc. | Systems and devices for characterization and performance analysis of pixel-based sequencing |
| CN110223279B (zh) * | 2019-05-31 | 2021-10-08 | 上海商汤智能科技有限公司 | 一种图像处理方法和装置、电子设备 |
| CN113906438B (zh) * | 2019-06-03 | 2025-08-05 | 三星电子株式会社 | 用于对象标识的电子设备及其控制方法 |
| WO2021011944A2 (en) * | 2019-07-18 | 2021-01-21 | Essenlix Corporation | Imaging based homogeneous assay |
| GB2583149B (en) * | 2019-07-19 | 2021-03-17 | Forsite Diagnostics Ltd | Assay reading method |
| WO2021108113A1 (en) * | 2019-11-27 | 2021-06-03 | Corning Incorporated | Sensing vessels for cell cultures |
| US12361560B2 (en) * | 2019-11-28 | 2025-07-15 | Beijing Xiaoying Technology Co., Ltd. | Blood smear full-view intelligent analysis method, and blood cell segmentation model and recognition model construction method |
| US12354008B2 (en) | 2020-02-20 | 2025-07-08 | Illumina, Inc. | Knowledge distillation and gradient pruning-based compression of artificial intelligence-based base caller |
| US12591780B2 (en) | 2020-02-20 | 2026-03-31 | Illumina, Inc. | Data compression for artificial intelligence-based base calling |
| US12592298B2 (en) | 2020-02-20 | 2026-03-31 | Illumina, Inc. | Hardware execution and acceleration of artificial intelligence-based base caller |
| KR20220143854A (ko) | 2020-02-20 | 2022-10-25 | 일루미나, 인코포레이티드 | 인공 지능 기반 다-대-다 염기 호출 |
| WO2021243179A1 (en) | 2020-05-29 | 2021-12-02 | Quidel Corporation | System and methods for remote assessment of a sample assay for disease diagnostics |
| EP4158526A2 (en) * | 2020-05-29 | 2023-04-05 | Quidel Corporation | System and methods for remote assessment of a sample assay for disease diagnostics |
| CN116324564A (zh) | 2020-10-16 | 2023-06-23 | 生命科技股份有限公司 | 用人工智能进行自动聚焦和自动化细胞计数的系统和方法 |
| US12525320B2 (en) | 2021-03-16 | 2026-01-13 | Illumina, Inc. | Neural network parameter quantization for base calling |
| WO2022204609A1 (en) * | 2021-03-26 | 2022-09-29 | Essenlix Corporation | Real-time monitoring and correction of imperfection in image-based assay |
| US12217829B2 (en) | 2021-04-15 | 2025-02-04 | Illumina, Inc. | Artificial intelligence-based analysis of protein three-dimensional (3D) structures |
| US12444482B2 (en) | 2021-04-15 | 2025-10-14 | Illumina, Inc. | Multi-channel protein voxelization to predict variant pathogenicity using deep convolutional neural networks |
| US12530882B2 (en) | 2021-07-01 | 2026-01-20 | Illumina, Inc. | Efficient artificial intelligence-based base calling of index sequences |
| CN118140146A (zh) * | 2021-07-12 | 2024-06-04 | Essenlix 公司 | 多样品分析装置 |
| CN114266731B (zh) * | 2021-11-29 | 2025-05-27 | 安徽中科本元信息科技有限公司 | 一种融合牙弓二维图像的咬合检测分析系统及实现方法 |
Family Cites Families (14)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US5656499A (en) * | 1994-08-01 | 1997-08-12 | Abbott Laboratories | Method for performing automated hematology and cytometry analysis |
| CN101578520B (zh) * | 2006-10-18 | 2015-09-16 | 哈佛学院院长等 | 基于形成图案的多孔介质的横向流动和穿过生物测定装置、及其制备方法和使用方法 |
| DK2414547T3 (da) * | 2009-04-02 | 2014-06-16 | Fluidigm Corp | Multiprimer-amplifikationsmetode til stregkodning af målnukleinsyrer |
| US20130038727A1 (en) * | 2010-01-20 | 2013-02-14 | Phillip Clark | Cell Image Capturing and Remote Monitoring Systems |
| US9588035B2 (en) * | 2012-09-13 | 2017-03-07 | The Governing Council Of The University Of Toronto | System and method for fetal and maternal red blood cell counting |
| AU2014230824B2 (en) * | 2013-03-15 | 2019-04-18 | Ventana Medical Systems, Inc. | Tissue object-based machine learning system for automated scoring of digital whole slides |
| CA2944829C (en) * | 2014-05-23 | 2022-10-25 | Ting Chen | Systems and methods for detection of biological structures and/or patterns in images |
| EP3155558A1 (en) * | 2014-06-16 | 2017-04-19 | Siemens Healthcare Diagnostics Inc. | Analyzing digital holographic microscopy data for hematology applications |
| US9836839B2 (en) * | 2015-05-28 | 2017-12-05 | Tokitae Llc | Image analysis systems and related methods |
| RU2018107453A (ru) * | 2015-08-10 | 2019-09-12 | Эссенликс Корп. | Устройства для анализов и способы в биологии/химии, предусматривающие упрощенные стадии, образцы небольшого объема, повышенную скорость и простоту применения |
| MY194887A (en) * | 2015-09-14 | 2022-12-21 | Essenlix Corp | Device and System for Analyzing a Sample, Particularly Blood, as Well as Methods of Using The Same |
| CN105260730A (zh) * | 2015-11-24 | 2016-01-20 | 严媚 | 基于机器学习的接触式成像微流细胞计数器及其图像处理方法 |
| US10317662B2 (en) * | 2016-04-08 | 2019-06-11 | Alentic Microscience Inc. | Sample processing for microscopy |
| CN106202997B (zh) * | 2016-06-29 | 2018-10-30 | 四川大学 | 一种基于深度学习的细胞分裂检测方法 |
-
2018
- 2018-10-26 US US16/759,006 patent/US20200256856A1/en not_active Abandoned
- 2018-10-26 EP EP18869557.1A patent/EP3701260A4/en not_active Withdrawn
- 2018-10-26 WO PCT/US2018/057877 patent/WO2019084517A1/en not_active Ceased
- 2018-10-26 JP JP2020523785A patent/JP2021500901A/ja active Pending
- 2018-10-26 CN CN201880083333.1A patent/CN112689757A/zh active Pending
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