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The bag-of-frames approach: A not so sufficient model for ...

    https://asa.scitation.org/doi/full/10.1121/1.4935350#:~:text=The%20%E2%80%9Cbag-of-frames%E2%80%9D%20%28BOF%29%20approach%2C%20which%20encodes%20audio%20signals,sufficient%20way%20to%20represent%20environmental%20sound%20recordings%20%28soundscapes%29.
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The bag-of-frames approach to audio pattern recognition: A ...

    https://asa.scitation.org/doi/full/10.1121/1.2750160
    The “bag-of-frames” approach (BOF) to audio pattern recognition represents signals as the long-term statistical distribution of their local spectral features. This approach has proved nearly optimal for simulating the auditory perception of natural and human environments (or soundscapes), and is also the most predominent paradigm to extract high-level …

(PDF) The bag-of-frames approach to audio pattern ...

    https://www.researchgate.net/publication/6165924_The_bag-of-frames_approach_to_audio_pattern_recognition_A_sufficient_model_for_urban_soundscapes_but_not_for_polyphonic_music
    The “bag-of-frames” approach 共 BOF 兲 to audio pattern recognition represents signals as the long-term statistical distribution of their local spectral features. This approach has proved nearly...

The bag-of-frames approach to audio pattern recognition: …

    https://www.academia.edu/6501524/The_bag_of_frames_approach_to_audio_pattern_recognition_A_sufficient_model_for_urban_soundscapes_but_not_for_polyphonic_music
    the bag-of-frames approach to audio pattern recognition: a sufficient model for urban soundscapes but not for polyphonic music jean-julien aucouturier∗ ikegami lab, graduate school of arts and sciences, the university of tokyo 3-8-1 komaba, meguro-ku, tokyo 153-8902, japan boris defreville† orelia, 77300 fontainebleau, france fran¸cois …

The bag-of-frames approach to audio pattern recognition: …

    https://europepmc.org/article/MED/17672638
    The "bag-of-frames" approach (BOF) to audio pattern recognition represents signals as the long-term statistical distribution of their local spectral features. This approach has proved nearly optimal for simulating the auditory perception of natural and human environments (or soundscapes), and is also the most predominent paradigm to extract high-level …

The bag-of-frames approach: A not so sufficient model for ...

    https://asa.scitation.org/doi/full/10.1121/1.4935350
    In this paper, we study a particularly common pattern-recognition paradigm, the “bag-of-frames” (BOF) approach, which represents audio signals as the long-term statistical distribution of their short-term spectral features. Typically implemented as a Gaussian mixture model (GMM) of mel-frequency cepstrum coefficients (MFCCs), the BOF approach is …

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