JP2021532881A - マルチスペクトル情報を用いた拡張画像化のための方法およびシステム - Google Patents

マルチスペクトル情報を用いた拡張画像化のための方法およびシステム Download PDF

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JP2021532881A
JP2021532881A JP2021505298A JP2021505298A JP2021532881A JP 2021532881 A JP2021532881 A JP 2021532881A JP 2021505298 A JP2021505298 A JP 2021505298A JP 2021505298 A JP2021505298 A JP 2021505298A JP 2021532881 A JP2021532881 A JP 2021532881A
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image
multispectral
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レナ、マイヤー−ハイン
セバスティアン、ヨーゼフ、ビルケルト
アナント、スラジュ、ベムリ
レオナルド、アントニオ、アジャラ、メンヒバル
シルビア、ザイドリッツ
トーマス、キルヒナー
ティム、アドラー
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Deutsches Krebsforschungszentrum DKFZ
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/20Analysis of motion
    • G06T7/254Analysis of motion involving subtraction of images
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
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JP2021505298A 2018-07-31 2019-07-31 マルチスペクトル情報を用いた拡張画像化のための方法およびシステム Pending JP2021532881A (ja)

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Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7195467B1 (ja) 2022-02-28 2022-12-23 株式会社エクサウィザーズ 学習モデルの生成方法、学習用データの生成方法、コンピュータプログラム及び情報処理装置

Families Citing this family (68)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11157014B2 (en) 2016-12-29 2021-10-26 Tesla, Inc. Multi-channel sensor simulation for autonomous control systems
US10678244B2 (en) 2017-03-23 2020-06-09 Tesla, Inc. Data synthesis for autonomous control systems
US11157441B2 (en) 2017-07-24 2021-10-26 Tesla, Inc. Computational array microprocessor system using non-consecutive data formatting
US11893393B2 (en) 2017-07-24 2024-02-06 Tesla, Inc. Computational array microprocessor system with hardware arbiter managing memory requests
US11409692B2 (en) 2017-07-24 2022-08-09 Tesla, Inc. Vector computational unit
US10671349B2 (en) 2017-07-24 2020-06-02 Tesla, Inc. Accelerated mathematical engine
US12307350B2 (en) 2018-01-04 2025-05-20 Tesla, Inc. Systems and methods for hardware-based pooling
US11561791B2 (en) 2018-02-01 2023-01-24 Tesla, Inc. Vector computational unit receiving data elements in parallel from a last row of a computational array
WO2019173283A1 (en) 2018-03-05 2019-09-12 Marquette University Method and apparatus for non-invasive hemoglobin level prediction
US11215999B2 (en) 2018-06-20 2022-01-04 Tesla, Inc. Data pipeline and deep learning system for autonomous driving
US11361457B2 (en) 2018-07-20 2022-06-14 Tesla, Inc. Annotation cross-labeling for autonomous control systems
US11636333B2 (en) 2018-07-26 2023-04-25 Tesla, Inc. Optimizing neural network structures for embedded systems
US11562231B2 (en) 2018-09-03 2023-01-24 Tesla, Inc. Neural networks for embedded devices
WO2020077117A1 (en) 2018-10-11 2020-04-16 Tesla, Inc. Systems and methods for training machine models with augmented data
US11196678B2 (en) 2018-10-25 2021-12-07 Tesla, Inc. QOS manager for system on a chip communications
US11816585B2 (en) 2018-12-03 2023-11-14 Tesla, Inc. Machine learning models operating at different frequencies for autonomous vehicles
US11537811B2 (en) 2018-12-04 2022-12-27 Tesla, Inc. Enhanced object detection for autonomous vehicles based on field view
US11610117B2 (en) 2018-12-27 2023-03-21 Tesla, Inc. System and method for adapting a neural network model on a hardware platform
US11150664B2 (en) 2019-02-01 2021-10-19 Tesla, Inc. Predicting three-dimensional features for autonomous driving
US10997461B2 (en) 2019-02-01 2021-05-04 Tesla, Inc. Generating ground truth for machine learning from time series elements
US11567514B2 (en) 2019-02-11 2023-01-31 Tesla, Inc. Autonomous and user controlled vehicle summon to a target
US10956755B2 (en) 2019-02-19 2021-03-23 Tesla, Inc. Estimating object properties using visual image data
US11660057B2 (en) * 2019-07-10 2023-05-30 Stryker Corporation Systems and methods for persistent ureter visualization
US11500365B2 (en) * 2019-09-15 2022-11-15 Oracle International Corporation Anomaly detection using MSET with random projections
CN111091536B (zh) * 2019-11-25 2023-04-07 腾讯科技(深圳)有限公司 医学图像处理方法、装置、设备、介质以及内窥镜
US11681914B2 (en) * 2020-05-08 2023-06-20 International Business Machines Corporation Determining multivariate time series data dependencies
US11393194B2 (en) * 2020-08-11 2022-07-19 International Business Machines Corporation Selective analysis for field boundary detection
CN112132812B (zh) * 2020-09-24 2023-06-30 平安科技(深圳)有限公司 证件校验方法、装置、电子设备及介质
US20220108220A1 (en) * 2020-10-02 2022-04-07 Google Llc Systems And Methods For Performing Automatic Label Smoothing Of Augmented Training Data
EP4229548A1 (en) 2020-10-16 2023-08-23 Koninklijke Philips N.V. Sequential out of distribution detection for medical imaging
CN116830126A (zh) * 2020-11-23 2023-09-29 深透医疗公司 自动化医学图像质量控制系统
US20240040404A1 (en) * 2021-02-24 2024-02-01 Qualcomm Incorporated Out-of-distribution detection and reporting for machine learning model deployment
CN113221659B (zh) * 2021-04-13 2022-12-23 天津大学 一种基于不确定感知网络的双光车辆检测方法及装置
US12536250B2 (en) 2021-04-30 2026-01-27 Sony Group Corporation Electronic device and method for smoke level estimation
CN113392890B (zh) * 2021-06-08 2024-10-15 南京大学 一种基于数据增强的分布外异常样本检测方法
CN113313185B (zh) * 2021-06-09 2024-01-12 西北工业大学 一种基于自适应空谱特征提取的高光谱图像分类方法
US20250355975A1 (en) * 2021-06-16 2025-11-20 Microtrace, Llc Classification using artificial intelligence strategies that reconstruct data using compression and decompression transformations
CN117581109A (zh) * 2021-06-24 2024-02-20 皇家飞利浦有限公司 用于磁共振成像的分布外测试
CN115601287A (zh) * 2021-07-07 2023-01-13 上海出版印刷高等专科学校(Cn) 光谱检测装置
JP2024535985A (ja) 2021-08-19 2024-10-04 テスラ,インコーポレイテッド シミュレートコンテンツを用いた視覚に基づくシステムの訓練
US12462575B2 (en) 2021-08-19 2025-11-04 Tesla, Inc. Vision-based machine learning model for autonomous driving with adjustable virtual camera
JP7168743B1 (ja) * 2021-09-03 2022-11-09 レーザーテック株式会社 画像処理装置および画像処理方法
US20230162382A1 (en) * 2021-11-23 2023-05-25 Dspace Gmbh Method and system for determining lidar intensity values, and training method
US12372400B2 (en) * 2021-12-06 2025-07-29 Viavi Solutions Inc. Optical system
CN115310505A (zh) * 2021-12-10 2022-11-08 中国电力科学研究院有限公司 一种用于互感器二次回路接线端子的自动识别方法及系统
CN114627369B (zh) * 2022-01-19 2024-03-22 上海土蜂科技有限公司 环境监测系统、方法及其计算机装置
CN114936628B (zh) * 2022-05-26 2026-01-06 南方科技大学 一种鲁棒的分布外数据检测方法、装置、终端及存储介质
CN114972290B (zh) * 2022-06-13 2024-10-29 北京理工大学 光谱成像加速方法及装置
AU2023365670A1 (en) * 2022-10-17 2025-05-29 Monogram Orthopaedics Inc. Markerless tracking with spectral imaging camera(s)
CN115495703B (zh) * 2022-11-18 2023-04-28 杭州领见数字农业科技有限公司 一种基于机载多光谱数据的烟草成熟度检测方法及系统
CN116342418B (zh) * 2023-03-20 2026-04-10 深圳大学 图像处理方法、设备及计算机可读存储介质
CN117011244B (zh) * 2023-07-07 2024-03-22 中国人民解放军西部战区总医院 一种腕部多光谱图像处理方法
CN117409077B (zh) * 2023-10-18 2024-04-05 无锡九霄科技有限公司 基于多尺度残差UNet分割的芯片姿态检测方法
CN117204796B (zh) * 2023-11-09 2024-02-13 哈尔滨海鸿基业科技发展有限公司 一种腹腔内窥镜多光谱成像方法及装置
CN117793266B (zh) * 2023-12-07 2025-06-17 天津大学 一种基于域间隙的图像通用加密方法
CN117437426B (zh) * 2023-12-21 2024-09-10 苏州元瞰科技有限公司 一种高密度代表性原型指引的半监督语义分割方法
CN118674685B (zh) * 2024-05-24 2025-06-06 扬州光辉汽车零部件有限公司 一种活销塞孔缺陷检测系统及方法
CN118469865B (zh) * 2024-07-11 2024-10-08 四川国创新视超高清视频科技有限公司 一种自适应环境透雾增强方法及增强系统
CN118967508B (zh) * 2024-10-17 2024-12-10 大连禾圣科技有限公司 一种地质测绘遥感影像增强方法
CN119942340B (zh) * 2025-01-09 2025-08-12 信宜粤丰环保电力有限公司 一种基于机器视觉的垃圾焚烧炉的燃烧优化控制方法及系统
CN119669866B (zh) * 2025-02-20 2025-04-11 泉州师范学院 一种基于内在参数学习的智能制造异常检测方法
CN119810394B (zh) * 2025-03-13 2025-07-04 成都创世汉沙科技有限公司 一种基于图像采集设备的数据处理方法及系统
CN120707782B (zh) * 2025-05-15 2026-04-17 武汉学院 基于ai和图像检测的艺术设计虚拟现实内容同步展示系统
CN120932120B (zh) * 2025-07-21 2026-01-27 中国地质科学院地质研究所 基于遥感影像的古生物化石产地识别方法及系统
CN121147151B (zh) * 2025-09-09 2026-04-03 深圳市正非检测科技有限公司 一种建筑幕墙自动检测方法及系统
CN121236538B (zh) * 2025-12-02 2026-02-24 陕西维讯创展半导体科技有限公司 基于深度学习的实时多光谱图像融合系统
CN121505089B (zh) * 2026-01-12 2026-04-03 厦门理工学院 基于多光谱像元分解的图像重建方法、装置、设备及介质
CN121501920A (zh) * 2026-01-14 2026-02-10 国网安徽省电力有限公司经济技术研究院 一种配电网稀缺缺陷样本库的动态构建与关联存储方法

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080292194A1 (en) * 2005-04-27 2008-11-27 Mark Schmidt Method and System for Automatic Detection and Segmentation of Tumors and Associated Edema (Swelling) in Magnetic Resonance (Mri) Images
US20100027865A1 (en) * 2008-08-01 2010-02-04 Siemens Corporate Research, Inc. Method and System for Brain Tumor Segmentation in 3D Magnetic Resonance Images
JP2018502677A (ja) * 2014-10-29 2018-02-01 スペクトラル エムディー, インコーポレイテッドSpectral Md, Inc. 組織分類用の反射モードマルチスペクトル−時間分解型光学イメージング方法および装置
JP2018516703A (ja) * 2015-06-12 2018-06-28 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. がん組織を同定するシステム及び方法

Family Cites Families (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5413477A (en) * 1992-10-16 1995-05-09 Gas Research Institute Staged air, low NOX burner with internal recuperative flue gas recirculation
JP2013544588A (ja) * 2010-11-03 2013-12-19 ユニバーシティ オブ ワシントン スルー イッツ センター フォー コマーシャライゼーション invivoにおける組織酸素化の判定
US8761476B2 (en) * 2011-11-09 2014-06-24 The Johns Hopkins University Hyperspectral imaging for detection of skin related conditions
WO2019116496A1 (ja) * 2017-12-14 2019-06-20 日本電気株式会社 学習装置、学習方法、および記憶媒体

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20080292194A1 (en) * 2005-04-27 2008-11-27 Mark Schmidt Method and System for Automatic Detection and Segmentation of Tumors and Associated Edema (Swelling) in Magnetic Resonance (Mri) Images
US20100027865A1 (en) * 2008-08-01 2010-02-04 Siemens Corporate Research, Inc. Method and System for Brain Tumor Segmentation in 3D Magnetic Resonance Images
JP2018502677A (ja) * 2014-10-29 2018-02-01 スペクトラル エムディー, インコーポレイテッドSpectral Md, Inc. 組織分類用の反射モードマルチスペクトル−時間分解型光学イメージング方法および装置
JP2018516703A (ja) * 2015-06-12 2018-06-28 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. がん組織を同定するシステム及び方法

Cited By (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7195467B1 (ja) 2022-02-28 2022-12-23 株式会社エクサウィザーズ 学習モデルの生成方法、学習用データの生成方法、コンピュータプログラム及び情報処理装置
JP2023125832A (ja) * 2022-02-28 2023-09-07 株式会社エクサウィザーズ 学習モデルの生成方法、学習用データの生成方法、コンピュータプログラム及び情報処理装置

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