• DocumentCode
    1703429
  • Title

    A new approach to create high level features from low level features of audio clips

  • Author

    Gopi, E.S. ; Viswanathan, Vibha ; Sankaralingham, P. ; Ramakumar, Sowmya

  • Author_Institution
    Electron. & Commun. Eng. department, Sri Venkateswara Coll. of Eng., Chennai, India
  • Volume
    2
  • fYear
    2005
  • Lastpage
    1026
  • Abstract
    Existing search engines utilize text representing the required audio clips as the index for searching and retrieving the same from the huge database. Instead, a six dimensional high level feature vector based on the human feelings experienced on listening to the audio clips can be used as the index for searching, which is comparatively better in obtaining the optimal audio clips since it takes into account the user´s subjective perception of similarity. The high level feature vector is defined as the vector consisting of the ranks assigned by humans based on the emotions experienced while listening to a song, such as happy, sad etc. However, it is not practical to assign a human ranked high level feature vector for the millions of songs available in the database. Hence, in this paper, we propose a technique of mapping the low level features of a song such as cepstrum and harmonicity to its high level features.
  • Keywords
    audio databases; audio signal processing; cepstral analysis; feature extraction; human factors; multidimensional signal processing; neural nets; search engines; signal representation; audio clip high level features; audio clip low level features; audio clip representation; audio induced human feelings; harmonicity; mel-frequency cepstral coefficient transform; multidimensional high level feature vector; neural networks; search engines; search index; similarity subjective perception; song induced emotions; Artificial neural networks; Cepstrum; Data engineering; Educational institutions; Humans; Indexes; Neural networks; Search engines; Spatial databases; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Communications, Circuits and Systems, 2005. Proceedings. 2005 International Conference on
  • Print_ISBN
    0-7803-9015-6
  • Type

    conf

  • DOI
    10.1109/ICCCAS.2005.1495280
  • Filename
    1495280