JP7004314B2 - 準パラメトリックオプティカルフロー推定 - Google Patents
準パラメトリックオプティカルフロー推定 Download PDFInfo
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- JP7004314B2 JP7004314B2 JP2018528997A JP2018528997A JP7004314B2 JP 7004314 B2 JP7004314 B2 JP 7004314B2 JP 2018528997 A JP2018528997 A JP 2018528997A JP 2018528997 A JP2018528997 A JP 2018528997A JP 7004314 B2 JP7004314 B2 JP 7004314B2
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/50—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding
- H04N19/503—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding involving temporal prediction
- H04N19/51—Motion estimation or motion compensation
- H04N19/53—Multi-resolution motion estimation; Hierarchical motion estimation
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/207—Analysis of motion for motion estimation over a hierarchy of resolutions
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/223—Analysis of motion using block-matching
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/223—Analysis of motion using block-matching
- G06T7/238—Analysis of motion using block-matching using non-full search, e.g. three-step search
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T7/00—Image analysis
- G06T7/20—Analysis of motion
- G06T7/269—Analysis of motion using gradient-based methods
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V10/00—Arrangements for image or video recognition or understanding
- G06V10/40—Extraction of image or video features
- G06V10/42—Global feature extraction by analysis of the whole pattern, e.g. using frequency domain transformations or autocorrelation
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/40—Scenes; Scene-specific elements in video content
- G06V20/48—Matching video sequences
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
- G06V20/00—Scenes; Scene-specific elements
- G06V20/50—Context or environment of the image
- G06V20/56—Context or environment of the image exterior to a vehicle by using sensors mounted on the vehicle
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/10—Image acquisition modality
- G06T2207/10016—Video; Image sequence
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20016—Hierarchical, coarse-to-fine, multiscale or multiresolution image processing; Pyramid transform
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20024—Filtering details
- G06T2207/20032—Median filtering
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- Engineering & Computer Science (AREA)
- Multimedia (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Signal Processing (AREA)
- Image Analysis (AREA)
- Geometry (AREA)
- Television Systems (AREA)
Applications Claiming Priority (5)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| IN6508/CHE/2015 | 2015-12-04 | ||
| IN6508CH2015 | 2015-12-04 | ||
| US15/081,118 US10268901B2 (en) | 2015-12-04 | 2016-03-25 | Quasi-parametric optical flow estimation |
| US15/081,118 | 2016-03-25 | ||
| PCT/US2016/064982 WO2017096384A1 (en) | 2015-12-04 | 2016-12-05 | Quasi-parametric optical flow estimation |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2019504394A JP2019504394A (ja) | 2019-02-14 |
| JP2019504394A5 JP2019504394A5 (enExample) | 2020-01-23 |
| JP7004314B2 true JP7004314B2 (ja) | 2022-01-21 |
Family
ID=58799177
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2018528997A Active JP7004314B2 (ja) | 2015-12-04 | 2016-12-05 | 準パラメトリックオプティカルフロー推定 |
Country Status (4)
| Country | Link |
|---|---|
| US (2) | US10268901B2 (enExample) |
| EP (1) | EP3384466B1 (enExample) |
| JP (1) | JP7004314B2 (enExample) |
| CN (2) | CN113873258B (enExample) |
Families Citing this family (27)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US9311690B2 (en) * | 2014-03-11 | 2016-04-12 | Adobe Systems Incorporated | Video denoising using optical flow |
| US10268901B2 (en) * | 2015-12-04 | 2019-04-23 | Texas Instruments Incorporated | Quasi-parametric optical flow estimation |
| US10715818B2 (en) * | 2016-08-04 | 2020-07-14 | Intel Corporation | Techniques for hardware video encoding |
| US10621446B2 (en) | 2016-12-22 | 2020-04-14 | Texas Instruments Incorporated | Handling perspective magnification in optical flow processing |
| US10229534B2 (en) * | 2017-01-10 | 2019-03-12 | Ditto Technologies, Inc. | Modeling of a user's face |
| US10824877B2 (en) * | 2017-06-29 | 2020-11-03 | Texas Instruments Incorporated | Hierarchical data organization for dense optical flow processing in a computer vision system |
| US10467765B2 (en) | 2017-06-29 | 2019-11-05 | Texas Instruments Incorporated | Dense optical flow processing in a computer vision system |
| US11070796B2 (en) * | 2018-09-28 | 2021-07-20 | Qualcomm Incorporated | Ultimate motion vector expression based pruning for video coding |
| WO2020084473A1 (en) | 2018-10-22 | 2020-04-30 | Beijing Bytedance Network Technology Co., Ltd. | Multi- iteration motion vector refinement |
| CN111083484B (zh) | 2018-10-22 | 2024-06-28 | 北京字节跳动网络技术有限公司 | 基于子块的预测 |
| CN109544520B (zh) * | 2018-11-09 | 2023-08-18 | 福建和盛高科技产业有限公司 | 一种视频图像扭曲自动检测方法 |
| WO2020098655A1 (en) | 2018-11-12 | 2020-05-22 | Beijing Bytedance Network Technology Co., Ltd. | Motion vector storage for inter prediction |
| KR20210091161A (ko) | 2018-11-20 | 2021-07-21 | 베이징 바이트댄스 네트워크 테크놀로지 컴퍼니, 리미티드 | 부분적 위치에 기반한 차분 계산 |
| CN113170093B (zh) | 2018-11-20 | 2023-05-02 | 北京字节跳动网络技术有限公司 | 视频处理中的细化帧间预测 |
| CN109598744B (zh) * | 2018-11-29 | 2020-12-08 | 广州市百果园信息技术有限公司 | 一种视频跟踪的方法、装置、设备和存储介质 |
| WO2020154972A1 (en) * | 2019-01-30 | 2020-08-06 | Baidu.Com Times Technology (Beijing) Co., Ltd. | Lidar localization using 3d cnn network for solution inference in autonomous driving vehicles |
| KR102635518B1 (ko) | 2019-03-06 | 2024-02-07 | 베이징 바이트댄스 네트워크 테크놀로지 컴퍼니, 리미티드 | 변환된 단예측 후보의 사용 |
| CN113647099B (zh) * | 2019-04-02 | 2022-10-04 | 北京字节跳动网络技术有限公司 | 解码器侧运动矢量推导 |
| CN113767634B (zh) * | 2019-05-07 | 2023-06-09 | 北京字节跳动网络技术有限公司 | 利用细化的帧间预测的统一计算方法 |
| US11430134B2 (en) * | 2019-09-03 | 2022-08-30 | Nvidia Corporation | Hardware-based optical flow acceleration |
| US11176682B2 (en) * | 2019-11-27 | 2021-11-16 | Nvidia Corporation | Enhanced optical flow estimation using a varied scan order |
| US11694341B2 (en) | 2019-12-23 | 2023-07-04 | Texas Instmments Incorporated | Cascaded architecture for disparity and motion prediction with block matching and convolutional neural network (CNN) |
| CN113538525B (zh) * | 2021-05-28 | 2023-12-05 | 北京旷视科技有限公司 | 光流估计方法、模型训练方法及对应装置 |
| US20220392116A1 (en) * | 2021-06-03 | 2022-12-08 | Intel Corporation | Neural frame extrapolation rendering mechanism |
| CN113379808B (zh) * | 2021-06-21 | 2022-08-12 | 昆明理工大学 | 一种多波段太阳图像配准的方法 |
| CN114363703B (zh) * | 2022-01-04 | 2024-01-23 | 上海哔哩哔哩科技有限公司 | 视频处理方法、装置及系统 |
| CN119854521B (zh) * | 2024-12-30 | 2025-10-28 | 上海富瀚微电子股份有限公司 | 运动矢量估计方法、系统及可读存储介质 |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2004056763A (ja) | 2002-05-09 | 2004-02-19 | Matsushita Electric Ind Co Ltd | 監視装置、監視方法および監視用プログラム |
| US20050162565A1 (en) | 2003-12-29 | 2005-07-28 | Arcsoft, Inc. | Slow motion processing of digital video data |
| JP2007048122A (ja) | 2005-08-11 | 2007-02-22 | Casio Comput Co Ltd | 画像処理装置及びプログラム |
Family Cites Families (30)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| GB0026846D0 (en) | 2000-11-03 | 2000-12-20 | Clayton John C | Motion compensation of images |
| WO2004114063A2 (en) * | 2003-06-13 | 2004-12-29 | Georgia Tech Research Corporation | Data reconstruction using directional interpolation techniques |
| US7558320B2 (en) * | 2003-06-13 | 2009-07-07 | Microsoft Corporation | Quality control in frame interpolation with motion analysis |
| US7778466B1 (en) * | 2003-12-02 | 2010-08-17 | Hrl Laboratories, Llc | System and method for processing imagery using optical flow histograms |
| KR100995398B1 (ko) * | 2004-01-20 | 2010-11-19 | 삼성전자주식회사 | 수직 및 수평 방향의 패턴을 고려한 전역 움직임 보상순차주사화 방법 |
| DE102004026782A1 (de) * | 2004-06-02 | 2005-12-29 | Infineon Technologies Ag | Verfahren und Vorrichtung zur rechnergestützten Bewegungsschätzung in mindestens zwei zeitlich aufeinander folgenden digitalen Bildern, computerlesbares Speichermedium und Computerprogramm-Element |
| US7440008B2 (en) * | 2004-06-15 | 2008-10-21 | Corel Tw Corp. | Video stabilization method |
| GB0500174D0 (en) * | 2005-01-06 | 2005-02-16 | Kokaram Anil | Method for estimating motion and occlusion |
| WO2008034164A1 (en) * | 2006-09-22 | 2008-03-27 | Adelaide Research & Innovation Pty Ltd | Flow analysis |
| GB2510709B (en) * | 2008-10-15 | 2015-02-11 | Spinella Ip Holdings Inc | Digital processing method and system for determination of optical flow |
| JP5547739B2 (ja) * | 2008-10-15 | 2014-07-16 | イノベイティブ テクノロジー ディストリビューターズ エルエルシー | オプティカルフローの決定のためのデジタル処理方法およびシステム |
| US8315434B2 (en) * | 2009-01-06 | 2012-11-20 | Avago Technologies Ecbu Ip (Singapore) Pte. Ltd. | Absolute tracking in a sub-pixel range |
| US8259809B2 (en) * | 2009-01-12 | 2012-09-04 | Mediatek Singapore Pte Ltd. | One step sub-pixel motion estimation |
| US8896715B2 (en) * | 2010-02-11 | 2014-11-25 | Microsoft Corporation | Generic platform video image stabilization |
| US20110255599A1 (en) * | 2010-04-15 | 2011-10-20 | Sony Corporation | Apparatus and method for motion estimation |
| US9014421B2 (en) * | 2011-09-28 | 2015-04-21 | Qualcomm Incorporated | Framework for reference-free drift-corrected planar tracking using Lucas-Kanade optical flow |
| DE102012023060A1 (de) | 2012-11-24 | 2014-06-12 | Connaught Electronics Ltd. | Verfahren zum Detektieren eines beweglichen Objekts mithilfe eines Histogramms anhand von Bildern einer Kamera und Kamerasystem für ein Kraftfahrzeug |
| US9129399B2 (en) * | 2013-03-11 | 2015-09-08 | Adobe Systems Incorporated | Optical flow with nearest neighbor field fusion |
| CN103400346B (zh) * | 2013-07-18 | 2016-12-28 | 天津大学 | 基于自适应的超像素导向自回归模型的视频超分辨率方法 |
| CN103646421B (zh) * | 2013-12-13 | 2016-08-17 | 贾金原 | 基于增强型PyrLK光流法的树木轻量化3D重建方法 |
| CN104978728B (zh) * | 2014-04-08 | 2017-11-14 | 南京理工大学 | 一种光流法的图像匹配系统 |
| US9681150B2 (en) | 2014-06-13 | 2017-06-13 | Texas Instruments Incorporated | Optical flow determination using pyramidal block matching |
| CN104239867B (zh) * | 2014-09-17 | 2017-12-01 | 深圳市捷顺科技实业股份有限公司 | 车牌定位方法及系统 |
| CN104331151B (zh) * | 2014-10-11 | 2018-02-23 | 中国传媒大学 | 基于光流法的手势运动方向识别方法 |
| EP3023938A1 (en) * | 2014-11-21 | 2016-05-25 | Thomson Licensing | Method and apparatus for tracking the motion of image content in a video frames sequence using sub-pixel resolution motion estimation |
| CN104376741B (zh) * | 2014-12-02 | 2017-03-22 | 深圳市捷顺科技实业股份有限公司 | 一种车位状态检测方法与系统 |
| CN105100546A (zh) * | 2014-12-31 | 2015-11-25 | 天津航天中为数据系统科技有限公司 | 运动估计方法及装置 |
| CN104869387B (zh) * | 2015-04-19 | 2017-01-11 | 中国传媒大学 | 基于光流法的双目图像最大视差获取方法 |
| US10268901B2 (en) * | 2015-12-04 | 2019-04-23 | Texas Instruments Incorporated | Quasi-parametric optical flow estimation |
| US10108864B2 (en) * | 2015-12-29 | 2018-10-23 | Texas Instruments Incorporated | Stationary-vehicle structure from motion |
-
2016
- 2016-03-25 US US15/081,118 patent/US10268901B2/en active Active
- 2016-12-05 CN CN202111171799.7A patent/CN113873258B/zh active Active
- 2016-12-05 EP EP16871722.1A patent/EP3384466B1/en active Active
- 2016-12-05 CN CN201680064214.2A patent/CN108352074B/zh active Active
- 2016-12-05 JP JP2018528997A patent/JP7004314B2/ja active Active
-
2019
- 2019-02-05 US US16/268,200 patent/US11341750B2/en active Active
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2004056763A (ja) | 2002-05-09 | 2004-02-19 | Matsushita Electric Ind Co Ltd | 監視装置、監視方法および監視用プログラム |
| US20050162565A1 (en) | 2003-12-29 | 2005-07-28 | Arcsoft, Inc. | Slow motion processing of digital video data |
| JP2007048122A (ja) | 2005-08-11 | 2007-02-22 | Casio Comput Co Ltd | 画像処理装置及びプログラム |
Also Published As
| Publication number | Publication date |
|---|---|
| CN113873258B (zh) | 2025-04-08 |
| JP2019504394A (ja) | 2019-02-14 |
| US20170161565A1 (en) | 2017-06-08 |
| EP3384466B1 (en) | 2020-09-16 |
| CN108352074B (zh) | 2021-11-26 |
| US20190244036A1 (en) | 2019-08-08 |
| CN108352074A (zh) | 2018-07-31 |
| EP3384466A1 (en) | 2018-10-10 |
| CN113873258A (zh) | 2021-12-31 |
| US10268901B2 (en) | 2019-04-23 |
| US11341750B2 (en) | 2022-05-24 |
| EP3384466A4 (en) | 2018-12-05 |
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