A melody retrieval system on parallelized computers

نویسندگان

  • Tomonari Sonoda
  • Toshiya Ikenaga
  • Kana Shimizu
  • Yoichi Muraoka
چکیده

This paper describes a method for a WWW-based melody-retrieval system, takes a melody sung by a user as a search clue and sent over the Internet and uses it to retrieve the song’s title from a music database of standard MIDI files(SMF). It was difficult to build a melody-retrieval service with a large database and with a lot of user accesses since it was quite difficult to build a system which could achieve both quick search and high matching accuracy. We propose a method of a scalable melody-retrieval system which achieves 70% matching accuracy against more than 20,000 pieces of music and its search time is within a few seconds. Introduction In building melody-retrieval services on the Internet, it is quite important to keep quick and accurate retrieval against a large database. In previous paper [7], we developed an effective indexing method for melody sequences. It was, however, difficult to keep matching accuracy when we limited the size of index data for reducing the search time. There was about 5 % matching accuracy lost as compared with the case where an index is not used. In addition, our previous system with a large database which contained 10,000 melodies could accept only one user access every second since the performance was limited by the ability of a computer. To solve these problems, we propose a method of parallel-ized melodyretrieval servers. The structure of server network is scalable. It can consist of only a server on a computer and it can also be extended to any number of server computers. Testing of our method with parallel-ized 5 PCs against a database containing 21,500 melody sequences showed that its retrieval time was 5.5 seconds on average. Its matching result was 70% for 1,200 inputs from 3 different people.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

The Design Method of a Melody Retrieval System on Parallelized Computers

This paper describes the design method of a WWW-based melody-retrieval system which takes a sung melody as a search clue and retrieves the music title from a music database of standard MIDI files(SMF) over the Internet. The most important thing in building a melody-retrieval system on the Internet is to achieve both high matching accuracy and quick search. It was, however, quite difficult to si...

متن کامل

Melody Retrieval On The Web

The emergence of digital music on the Internet requires new information retrieval methods adapted to specific characteristics and needs. While music retrieval based on the text information, such as title, composers, or subject classification, has been implemented in many existing systems, retrieval of a piece of music based on musical content, especially an incomplete, imperfect recall of a fra...

متن کامل

Fuzzy Neighbor Voting for Automatic Image Annotation

With quick development of digital images and the availability of imaging tools, massive amounts of images are created. Therefore, efficient management and suitable retrieval, especially by computers, is one of themost challenging fields in image processing. Automatic image annotation (AIA) or refers to attaching words, keywords or comments to an image or to a selected part of it. In this paper,...

متن کامل

Similarity matching of continuous melody contours for humming querying of melody databases

Music query-by-humming is a challenging problem since the humming query inevitably contains much variation and inaccuracy. Many of the previous methods, which adopt note segmentation and string matching with dynamic programming, suffer drastically from the errors in the note segmentation which affects retrieval accuracy and efficiency. In this paper, we present a novel melody similarity matchin...

متن کامل

Tune Retrieval Based on the Similarity of Melody

A melody-based retrieval of music, which is one type of the content-based retrieval, is proposed in the paper. Every fragment of a melody is represented as an appropriate N-dimensional vector, called a feature vector. A feature vector consists of values corresponding to intervals and rhythm of a melody. Depending on the distance between every fragment of a melody in the music database to the en...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2002