BR112023005436A2 - Filtração baseada em rede neural de componente conjunto durante codificação de vídeo - Google Patents

Filtração baseada em rede neural de componente conjunto durante codificação de vídeo

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Publication number
BR112023005436A2
BR112023005436A2 BR112023005436A BR112023005436A BR112023005436A2 BR 112023005436 A2 BR112023005436 A2 BR 112023005436A2 BR 112023005436 A BR112023005436 A BR 112023005436A BR 112023005436 A BR112023005436 A BR 112023005436A BR 112023005436 A2 BR112023005436 A2 BR 112023005436A2
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Brazil
Prior art keywords
color component
neural network
filtered
size
component
Prior art date
Application number
BR112023005436A
Other languages
English (en)
Inventor
Chen Jianle
Wang Hongtao
Meher Satchit Anand KOTRA Venkata
Karczewicz Marta
Original Assignee
Qualcomm Inc
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Publication date
Application filed by Qualcomm Inc filed Critical Qualcomm Inc
Publication of BR112023005436A2 publication Critical patent/BR112023005436A2/pt

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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/169Methods 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
    • H04N19/186Methods 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 colour or a chrominance component
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/80Details of filtering operations specially adapted for video compression, e.g. for pixel interpolation
    • H04N19/82Details of filtering operations specially adapted for video compression, e.g. for pixel interpolation involving filtering within a prediction loop
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/0464Convolutional networks [CNN, ConvNet]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/10Interfaces, programming languages or software development kits, e.g. for simulating neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T9/00Image coding
    • G06T9/002Image coding using neural networks
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/102Methods 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
    • H04N19/117Filters, e.g. for pre-processing or post-processing
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/102Methods 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
    • H04N19/132Sampling, masking or truncation of coding units, e.g. adaptive resampling, frame skipping, frame interpolation or high-frequency transform coefficient masking
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/10Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
    • H04N19/169Methods 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
    • H04N19/17Methods 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 an image region, e.g. an object
    • H04N19/176Methods 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 an image region, e.g. an object the region being a block, e.g. a macroblock
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computing arrangements using knowledge-based models
    • G06N5/01Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04NPICTORIAL COMMUNICATION, e.g. TELEVISION
    • H04N19/00Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
    • H04N19/90Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using coding techniques not provided for in groups H04N19/10-H04N19/85, e.g. fractals
    • H04N19/96Tree coding, e.g. quad-tree coding

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  • Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Signal Processing (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Artificial Intelligence (AREA)
  • General Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • General Engineering & Computer Science (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Compression Or Coding Systems Of Tv Signals (AREA)
  • Image Processing (AREA)

Abstract

FILTRAÇÃO BASEADA EM REDE NEURAL DE COMPONENTE CONJUNTO DURANTE CODIFICAÇÃO DE VÍDEO. Um dispositivo de exemplo para decodificar dados de vídeo inclui uma memória configurada para armazenar dados de vídeo; e um ou mais processadores implementados em conjunto de circuitos e configurados para: aplicar uma camada de rede neural de convolução de subamostragem a um primeiro componente de cor de um bloco de dados de vídeo, o primeiro componente de cor do bloco tendo um primeiro tamanho, em que a aplicação da camada de rede neural de convolução de subamostragem ao primeiro componente de cor gera um primeiro componente de cor subamostrado tendo um segundo tamanho menor do que o primeiro tamanho; filtrar um segundo componente de cor tendo o segundo tamanho para formar um segundo componente de cor filtrado; concatenar o primeiro componente de cor subamostrado com o segundo componente de cor filtrado para formar componentes de cor concatenados; e filtrar os componentes de cor concatenados para formar um componente concatenado filtrado incluindo um primeiro componente de cor subamostrado filtrado.
BR112023005436A 2020-10-05 2021-10-05 Filtração baseada em rede neural de componente conjunto durante codificação de vídeo BR112023005436A2 (pt)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US202063087784P 2020-10-05 2020-10-05
US17/493,543 US11825101B2 (en) 2020-10-05 2021-10-04 Joint-component neural network based filtering during video coding
PCT/US2021/053490 WO2022076355A1 (en) 2020-10-05 2021-10-05 Joint-component neural network based filtering during video coding

Publications (1)

Publication Number Publication Date
BR112023005436A2 true BR112023005436A2 (pt) 2023-05-09

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Application Number Title Priority Date Filing Date
BR112023005436A BR112023005436A2 (pt) 2020-10-05 2021-10-05 Filtração baseada em rede neural de componente conjunto durante codificação de vídeo

Country Status (7)

Country Link
US (1) US11825101B2 (pt)
EP (1) EP4226632A1 (pt)
JP (1) JP2023544705A (pt)
KR (1) KR20230081701A (pt)
CN (1) CN116508321A (pt)
BR (1) BR112023005436A2 (pt)
WO (1) WO2022076355A1 (pt)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7030246B2 (ja) * 2019-06-25 2022-03-04 日本放送協会 イントラ予測装置、画像復号装置、及びプログラム
US20230186435A1 (en) * 2021-12-14 2023-06-15 Netflix, Inc. Techniques for component-based image preprocessing
WO2023198057A1 (en) * 2022-04-12 2023-10-19 Beijing Bytedance Network Technology Co., Ltd. Method, apparatus, and medium for video processing
WO2024010710A1 (en) * 2022-07-04 2024-01-11 Dolby Laboratories Licensing Corporation Loop filtering using neural networks
KR20240019638A (ko) * 2022-08-04 2024-02-14 삼성전자주식회사 크로마 성분 예측을 수행하는 ai에 기반한 비디오 복호화 장치 및 방법, 및 비디오 부호화 장치 및 방법

Family Cites Families (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2020047536A1 (en) * 2018-08-31 2020-03-05 Board Of Regents, University Of Texas System Deep learning based dosed prediction for treatment planning and quality assurance in radiation therapy
EP3706046A1 (en) 2019-03-04 2020-09-09 InterDigital VC Holdings, Inc. Method and device for picture encoding and decoding

Also Published As

Publication number Publication date
EP4226632A1 (en) 2023-08-16
WO2022076355A1 (en) 2022-04-14
KR20230081701A (ko) 2023-06-07
US20220109860A1 (en) 2022-04-07
JP2023544705A (ja) 2023-10-25
CN116508321A (zh) 2023-07-28
US11825101B2 (en) 2023-11-21

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