EP3777195A4 - An apparatus, a method and a computer program for running a neural network - Google Patents
An apparatus, a method and a computer program for running a neural network Download PDFInfo
- Publication number
- EP3777195A4 EP3777195A4 EP19784529.0A EP19784529A EP3777195A4 EP 3777195 A4 EP3777195 A4 EP 3777195A4 EP 19784529 A EP19784529 A EP 19784529A EP 3777195 A4 EP3777195 A4 EP 3777195A4
- Authority
- EP
- European Patent Office
- Prior art keywords
- running
- computer program
- neural network
- neural
- network
- 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
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Classifications
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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
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/169—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding
- H04N19/187—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding the unit being a scalable video layer
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- G—PHYSICS
- G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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
- G06N3/0464—Convolutional networks [CNN, ConvNet]
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
- G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; 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
- G06—COMPUTING OR CALCULATING; 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
- G06N3/09—Supervised learning
-
- 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
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/102—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or selection affected or controlled by the adaptive coding
- H04N19/117—Filters, e.g. for pre-processing or post-processing
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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
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/134—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
- H04N19/154—Measured or subjectively estimated visual quality after decoding, e.g. measurement of distortion
-
- 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
- H04N19/80—Details of filtering operations specially adapted for video compression, e.g. for pixel interpolation
- H04N19/82—Details of filtering operations specially adapted for video compression, e.g. for pixel interpolation involving filtering within a prediction loop
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/23—Processing of content or additional data; Elementary server operations; Server middleware
- H04N21/234—Processing of video elementary streams, e.g. splicing of video streams or manipulating encoded video stream scene graphs
- H04N21/23418—Processing of video elementary streams, e.g. splicing of video streams or manipulating encoded video stream scene graphs involving operations for analysing video streams, e.g. detecting features or characteristics
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/23—Processing of content or additional data; Elementary server operations; Server middleware
- H04N21/234—Processing of video elementary streams, e.g. splicing of video streams or manipulating encoded video stream scene graphs
- H04N21/2343—Processing of video elementary streams, e.g. splicing of video streams or manipulating encoded video stream scene graphs involving reformatting operations of video signals for distribution or compliance with end-user requests or end-user device requirements
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/20—Servers specifically adapted for the distribution of content, e.g. VOD servers; Operations thereof
- H04N21/25—Management operations performed by the server for facilitating the content distribution or administrating data related to end-users or client devices, e.g. end-user or client device authentication, learning user preferences for recommending movies
- H04N21/266—Channel or content management, e.g. generation and management of keys and entitlement messages in a conditional access system, merging a VOD unicast channel into a multicast channel
- H04N21/2662—Controlling the complexity of the video stream, e.g. by scaling the resolution or bitrate of the video stream based on the client capabilities
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/60—Network structure or processes for video distribution between server and client or between remote clients; Control signalling between clients, server and network components; Transmission of management data between server and client, e.g. sending from server to client commands for recording incoming content stream; Communication details between server and client
- H04N21/63—Control signaling related to video distribution between client, server and network components; Network processes for video distribution between server and clients or between remote clients, e.g. transmitting basic layer and enhancement layers over different transmission paths, setting up a peer-to-peer communication via Internet between remote STB's; Communication protocols; Addressing
- H04N21/637—Control signals issued by the client directed to the server or network components
- H04N21/6377—Control signals issued by the client directed to the server or network components directed to server
-
- 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
- H04N19/60—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using transform coding
- H04N19/61—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using transform coding in combination with predictive coding
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Signal Processing (AREA)
- Multimedia (AREA)
- Health & Medical Sciences (AREA)
- Life Sciences & Earth Sciences (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- General Health & Medical Sciences (AREA)
- Software Systems (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Mathematical Physics (AREA)
- Evolutionary Computation (AREA)
- Data Mining & Analysis (AREA)
- Artificial Intelligence (AREA)
- Computational Linguistics (AREA)
- Neurology (AREA)
- Databases & Information Systems (AREA)
- Compression Or Coding Systems Of Tv Signals (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| FI20185334 | 2018-04-09 | ||
| PCT/FI2019/050269 WO2019197715A1 (en) | 2018-04-09 | 2019-04-03 | An apparatus, a method and a computer program for running a neural network |
Publications (2)
| Publication Number | Publication Date |
|---|---|
| EP3777195A1 EP3777195A1 (en) | 2021-02-17 |
| EP3777195A4 true EP3777195A4 (en) | 2022-05-11 |
Family
ID=68162831
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| EP19784529.0A Pending EP3777195A4 (en) | 2018-04-09 | 2019-04-03 | An apparatus, a method and a computer program for running a neural network |
Country Status (2)
| Country | Link |
|---|---|
| EP (1) | EP3777195A4 (en) |
| WO (1) | WO2019197715A1 (en) |
Families Citing this family (14)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN112839345B (en) * | 2019-11-25 | 2022-06-14 | 华为技术有限公司 | Network parameter configuration method and device |
| CN112929703A (en) * | 2019-12-06 | 2021-06-08 | 上海海思技术有限公司 | Method and device for processing code stream data |
| CN113132765A (en) * | 2020-01-16 | 2021-07-16 | 北京达佳互联信息技术有限公司 | Code rate decision model training method and device, electronic equipment and storage medium |
| US11949858B2 (en) * | 2020-06-08 | 2024-04-02 | Qualcomm Incorporated | Video throughput improvement using long term referencing, deep learning, and load balancing |
| CN114339262B (en) * | 2020-09-30 | 2023-02-14 | 华为技术有限公司 | Entropy encoding/decoding method and device |
| US11651053B2 (en) * | 2020-10-07 | 2023-05-16 | Samsung Electronics Co., Ltd. | Method and apparatus with neural network training and inference |
| DE102021204289A1 (en) | 2021-04-29 | 2022-11-03 | Robert Bosch Gesellschaft mit beschränkter Haftung | Volume-saving transmission and storage of sensor data |
| KR102786766B1 (en) * | 2021-07-15 | 2025-03-28 | 엘지전자 주식회사 | A/V receiver and wireless display system |
| US12321870B2 (en) * | 2021-12-01 | 2025-06-03 | Nokia Technologies Oy | Apparatus method and computer program product for probability model overfitting |
| CN116264606A (en) * | 2021-12-14 | 2023-06-16 | 戴尔产品有限公司 | Method, apparatus and computer program product for processing video |
| CN117440185A (en) * | 2022-07-14 | 2024-01-23 | 杭州海康威视数字技术股份有限公司 | An image decoding and encoding method, device and equipment based on neural network |
| CN115689819B (en) * | 2022-09-23 | 2023-06-30 | 河北东来工程技术服务有限公司 | Ship emergency training method, system, device and readable storage medium |
| EP4387227A1 (en) * | 2022-12-16 | 2024-06-19 | Koninklijke Philips N.V. | Encoding and decoding video signals |
| CN116129308A (en) * | 2022-12-30 | 2023-05-16 | 中国电信股份有限公司 | A video quality enhancement method, device, electronic equipment and storage medium |
Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2017158363A1 (en) * | 2016-03-18 | 2017-09-21 | Magic Pony Technology Limited | Generative methods of super resolution |
| US20170347110A1 (en) * | 2015-02-19 | 2017-11-30 | Magic Pony Technology Limited | Online Training of Hierarchical Algorithms |
| EP3298783A1 (en) * | 2016-04-15 | 2018-03-28 | Magic Pony Technology Limited | Motion compensation using temporal picture interpolation |
Family Cites Families (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US7457359B2 (en) * | 2001-09-26 | 2008-11-25 | Mabey Danny L | Systems, devices and methods for securely distributing highly-compressed multimedia content |
| CN105100823B (en) * | 2015-09-01 | 2019-03-12 | 京东方科技集团股份有限公司 | A kind of processing method, device, encoder and decoder for adaptive media service |
| EP3298786A1 (en) * | 2016-04-15 | 2018-03-28 | Magic Pony Technology Limited | In-loop post filtering for video encoding and decoding |
-
2019
- 2019-04-03 WO PCT/FI2019/050269 patent/WO2019197715A1/en not_active Ceased
- 2019-04-03 EP EP19784529.0A patent/EP3777195A4/en active Pending
Patent Citations (3)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20170347110A1 (en) * | 2015-02-19 | 2017-11-30 | Magic Pony Technology Limited | Online Training of Hierarchical Algorithms |
| WO2017158363A1 (en) * | 2016-03-18 | 2017-09-21 | Magic Pony Technology Limited | Generative methods of super resolution |
| EP3298783A1 (en) * | 2016-04-15 | 2018-03-28 | Magic Pony Technology Limited | Motion compensation using temporal picture interpolation |
Non-Patent Citations (3)
| Title |
|---|
| "Advances in Databases and Information Systems", vol. 8692, 1 January 2014, SPRINGER INTERNATIONAL PUBLISHING, Cham, ISBN: 978-3-319-10403-4, article CHAO DONG ET AL: "Learning a Deep Convolutional Network for Image Super-Resolution", pages: 184 - 199, XP055545078, 032682, DOI: 10.1007/978-3-319-10593-2_13 * |
| LIXIN FAN ET AL: "Modification and extension to use cases & features for Neural Network Representations", 122. MPEG MEETING; 16-4-2018 - 20-4-2018; SAN DIEGO; (MOTION PICTURE EXPERT GROUP OR ISO/IEC JTC1/SC29/WG11),, no. m42563, 11 April 2018 (2018-04-11), XP030070902 * |
| See also references of WO2019197715A1 * |
Also Published As
| Publication number | Publication date |
|---|---|
| WO2019197715A1 (en) | 2019-10-17 |
| EP3777195A1 (en) | 2021-02-17 |
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| PUAI | Public reference made under article 153(3) epc to a published international application that has entered the european phase |
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| A4 | Supplementary search report drawn up and despatched |
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| RIC1 | Information provided on ipc code assigned before grant |
Ipc: H04N 21/234 20110101ALI20220407BHEP Ipc: H04N 19/82 20140101ALI20220407BHEP Ipc: H04N 19/154 20140101ALI20220407BHEP Ipc: H04N 19/117 20140101ALI20220407BHEP Ipc: G06N 3/08 20060101ALI20220407BHEP Ipc: G06N 3/063 20060101ALI20220407BHEP Ipc: G06N 3/04 20060101ALI20220407BHEP Ipc: G06T 5/00 20060101ALI20220407BHEP Ipc: G06T 3/40 20060101ALI20220407BHEP Ipc: H04N 21/6377 20110101ALI20220407BHEP Ipc: H04N 21/2662 20110101ALI20220407BHEP Ipc: H04N 21/2343 20110101ALI20220407BHEP Ipc: H04N 19/187 20140101ALI20220407BHEP Ipc: H04N 19/164 20140101ALI20220407BHEP Ipc: H04N 19/85 20140101AFI20220407BHEP |
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| STAA | Information on the status of an ep patent application or granted ep patent |
Free format text: STATUS: EXAMINATION IS IN PROGRESS |
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| 17Q | First examination report despatched |
Effective date: 20240701 |