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Jabeen et al., 2023 - Google Patents

A review on methods and applications in multimodal deep learning

Jabeen et al., 2023

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Document ID
1308884506638118665
Author
Jabeen S
Li X
Amin M
Bourahla O
Li S
Jabbar A
Publication year
Publication venue
ACM Transactions on Multimedia Computing, Communications and Applications

External Links

Snippet

Deep Learning has implemented a wide range of applications and has become increasingly popular in recent years. The goal of multimodal deep learning (MMDL) is to create models that can process and link information using various modalities. Despite the extensive …
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Classifications

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    • G06F17/30017Multimedia data retrieval; Retrieval of more than one type of audiovisual media
    • G06F17/30023Querying
    • G06F17/30029Querying by filtering; by personalisation, e.g. querying making use of user profiles
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
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    • G06F17/30023Querying
    • G06F17/30038Querying based on information manually generated or based on information not derived from the media content, e.g. tags, keywords, comments, usage information, user ratings
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
    • G10LSPEECH ANALYSIS OR SYNTHESIS; SPEECH RECOGNITION; SPEECH OR VOICE PROCESSING; SPEECH OR AUDIO CODING OR DECODING
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    • G10L15/1822Parsing for meaning understanding
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/30Information retrieval; Database structures therefor; File system structures therefor
    • G06F17/30781Information retrieval; Database structures therefor; File system structures therefor of video data
    • G06F17/30784Information retrieval; Database structures therefor; File system structures therefor of video data using features automatically derived from the video content, e.g. descriptors, fingerprints, signatures, genre
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    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
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    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
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    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
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    • G06N99/005Learning machines, i.e. computer in which a programme is changed according to experience gained by the machine itself during a complete run
    • GPHYSICS
    • G10MUSICAL INSTRUMENTS; ACOUSTICS
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    • G10L17/26Recognition of special voice characteristics, e.g. for use in lie detectors; Recognition of animal voices
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    • G06N5/00Computer systems utilising knowledge based models
    • GPHYSICS
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    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F15/00Digital computers in general; Data processing equipment in general
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    • G06Q10/101Collaborative creation of products or services

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