Mathematical morphology and region clustering based text information extraction from Malayalam news videos

Anoop Kadan; Manjary  P. Gangan; V. L. Lajish

doi:10.1007/978-3-319-28658-7_37

Mathematical morphology and region clustering based text information extraction from Malayalam news videos

Anoop Kadan, Manjary P. Gangan, V. L. Lajish

University of Calicut

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

Innovations in technologies like improved internet data transfer, advanced digital data compression algorithms, enhancements in web technology, etc. enabled the exponential growth in digital multimedia data. Among the massive multimedia data, news videos are of higher priority due to its rich up-to-date information and historical evidences. This data is rapidly growing in an unpredictable fashion which requires an efficient and powerful method to index and retrieve such massive data. Even though manual indexing is the most effective, it is the slowest and most expensive. Hence automatic video indexing is considered as an important research problem to be addressed uniquely.

In this work, we propose a Mathematical Morphology and Region Clustering based Text Information Extraction (TIE) from Malayalam news videos for Content Based Video Indexing and Retrieval (CBVIR). Morphological gradient acts as an edge detector, by enhancing the intensity variations for detecting the text regions. Further an agglomerative clustering is performed to select the significant text regions. The precision, recall and F1-measure obtained for the proposed approach are 87.45%, 94.85% and 0.91 respectively.

Original language	English
Title of host publication	Advances in Signal Processing and Intelligent Recognition Systems
Subtitle of host publication	Proceedings of Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) December 16-19, 2015, Trivandrum, India
Editors	Sabu M. Thampi, Sanghamitra Bandyopadhyay, Sri Krishnan, Kuan-Ching Li, Sergey Mosin, Maode Ma
Publisher	Springer Cham
Pages	431–442
Number of pages	12
ISBN (Electronic)	9783319286587
ISBN (Print)	9783319286563
DOIs	https://doi.org/10.1007/978-3-319-28658-7_37 https://doi.org/10.1007/978-3-319-28658-7
Publication status	Published - 25 Dec 2015
Externally published	Yes
Event	The Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) - Trivandrum, India Duration: 16 Dec 2015 → 19 Dec 2015

Publication series

Name	Advances in Intelligent Systems and Computing
Publisher	Springer
Volume	425
ISSN (Print)	2194-5357
ISSN (Electronic)	2194-5365

Conference

Conference	The Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015)
Country/Territory	India
City	Trivandrum
Period	16/12/15 → 19/12/15

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Kadan, A., P. Gangan, M., & Lajish , V. L. (2015). Mathematical morphology and region clustering based text information extraction from Malayalam news videos. In S. M. Thampi, S. Bandyopadhyay, S. Krishnan, K.-C. Li, S. Mosin, & M. Ma (Eds.), Advances in Signal Processing and Intelligent Recognition Systems: Proceedings of Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) December 16-19, 2015, Trivandrum, India (pp. 431–442). (Advances in Intelligent Systems and Computing; Vol. 425). Springer Cham. https://doi.org/10.1007/978-3-319-28658-7_37, https://doi.org/10.1007/978-3-319-28658-7

Kadan, Anoop ; P. Gangan, Manjary ; Lajish , V. L. / Mathematical morphology and region clustering based text information extraction from Malayalam news videos. Advances in Signal Processing and Intelligent Recognition Systems: Proceedings of Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) December 16-19, 2015, Trivandrum, India. editor / Sabu M. Thampi ; Sanghamitra Bandyopadhyay ; Sri Krishnan ; Kuan-Ching Li ; Sergey Mosin ; Maode Ma. Springer Cham, 2015. pp. 431–442 (Advances in Intelligent Systems and Computing).

@inproceedings{673da9df217841f8a23bacbcdd56c049,

title = "Mathematical morphology and region clustering based text information extraction from Malayalam news videos",

abstract = "Innovations in technologies like improved internet data transfer, advanced digital data compression algorithms, enhancements in web technology, etc. enabled the exponential growth in digital multimedia data. Among the massive multimedia data, news videos are of higher priority due to its rich up-to-date information and historical evidences. This data is rapidly growing in an unpredictable fashion which requires an efficient and powerful method to index and retrieve such massive data. Even though manual indexing is the most effective, it is the slowest and most expensive. Hence automatic video indexing is considered as an important research problem to be addressed uniquely. In this work, we propose a Mathematical Morphology and Region Clustering based Text Information Extraction (TIE) from Malayalam news videos for Content Based Video Indexing and Retrieval (CBVIR). Morphological gradient acts as an edge detector, by enhancing the intensity variations for detecting the text regions. Further an agglomerative clustering is performed to select the significant text regions. The precision, recall and F1-measure obtained for the proposed approach are 87.45\%, 94.85\% and 0.91 respectively.",

author = "Anoop Kadan and \{P. Gangan\}, Manjary and Lajish, \{V. L.\}",

year = "2015",

month = dec,

day = "25",

doi = "10.1007/978-3-319-28658-7\_37",

language = "English",

isbn = "9783319286563",

series = "Advances in Intelligent Systems and Computing",

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pages = "431–442",

editor = "Thampi, \{Sabu M.\} and Sanghamitra Bandyopadhyay and Sri Krishnan and Kuan-Ching Li and Sergey Mosin and Maode Ma",

booktitle = "Advances in Signal Processing and Intelligent Recognition Systems",

note = "The Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) ; Conference date: 16-12-2015 Through 19-12-2015",

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Kadan, A, P. Gangan, M & Lajish , VL 2015, Mathematical morphology and region clustering based text information extraction from Malayalam news videos. in SM Thampi, S Bandyopadhyay, S Krishnan, K-C Li, S Mosin & M Ma (eds), Advances in Signal Processing and Intelligent Recognition Systems: Proceedings of Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) December 16-19, 2015, Trivandrum, India. Advances in Intelligent Systems and Computing, vol. 425, Springer Cham, pp. 431–442, The Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015), Trivandrum, India, 16/12/15. https://doi.org/10.1007/978-3-319-28658-7_37, https://doi.org/10.1007/978-3-319-28658-7

Mathematical morphology and region clustering based text information extraction from Malayalam news videos. / Kadan, Anoop; P. Gangan, Manjary ; Lajish , V. L.
Advances in Signal Processing and Intelligent Recognition Systems: Proceedings of Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) December 16-19, 2015, Trivandrum, India. ed. / Sabu M. Thampi; Sanghamitra Bandyopadhyay; Sri Krishnan; Kuan-Ching Li; Sergey Mosin; Maode Ma. Springer Cham, 2015. p. 431–442 (Advances in Intelligent Systems and Computing; Vol. 425).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

TY - GEN

T1 - Mathematical morphology and region clustering based text information extraction from Malayalam news videos

AU - Kadan, Anoop

AU - P. Gangan, Manjary

AU - Lajish , V. L.

PY - 2015/12/25

Y1 - 2015/12/25

N2 - Innovations in technologies like improved internet data transfer, advanced digital data compression algorithms, enhancements in web technology, etc. enabled the exponential growth in digital multimedia data. Among the massive multimedia data, news videos are of higher priority due to its rich up-to-date information and historical evidences. This data is rapidly growing in an unpredictable fashion which requires an efficient and powerful method to index and retrieve such massive data. Even though manual indexing is the most effective, it is the slowest and most expensive. Hence automatic video indexing is considered as an important research problem to be addressed uniquely. In this work, we propose a Mathematical Morphology and Region Clustering based Text Information Extraction (TIE) from Malayalam news videos for Content Based Video Indexing and Retrieval (CBVIR). Morphological gradient acts as an edge detector, by enhancing the intensity variations for detecting the text regions. Further an agglomerative clustering is performed to select the significant text regions. The precision, recall and F1-measure obtained for the proposed approach are 87.45%, 94.85% and 0.91 respectively.

AB - Innovations in technologies like improved internet data transfer, advanced digital data compression algorithms, enhancements in web technology, etc. enabled the exponential growth in digital multimedia data. Among the massive multimedia data, news videos are of higher priority due to its rich up-to-date information and historical evidences. This data is rapidly growing in an unpredictable fashion which requires an efficient and powerful method to index and retrieve such massive data. Even though manual indexing is the most effective, it is the slowest and most expensive. Hence automatic video indexing is considered as an important research problem to be addressed uniquely. In this work, we propose a Mathematical Morphology and Region Clustering based Text Information Extraction (TIE) from Malayalam news videos for Content Based Video Indexing and Retrieval (CBVIR). Morphological gradient acts as an edge detector, by enhancing the intensity variations for detecting the text regions. Further an agglomerative clustering is performed to select the significant text regions. The precision, recall and F1-measure obtained for the proposed approach are 87.45%, 94.85% and 0.91 respectively.

U2 - 10.1007/978-3-319-28658-7_37

DO - 10.1007/978-3-319-28658-7_37

M3 - Conference contribution

SN - 9783319286563

T3 - Advances in Intelligent Systems and Computing

SP - 431

EP - 442

BT - Advances in Signal Processing and Intelligent Recognition Systems

A2 - Thampi, Sabu M.

A2 - Bandyopadhyay, Sanghamitra

A2 - Krishnan, Sri

A2 - Li, Kuan-Ching

A2 - Mosin, Sergey

A2 - Ma, Maode

PB - Springer Cham

T2 - The Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015)

Y2 - 16 December 2015 through 19 December 2015

ER -

Kadan A, P. Gangan M, Lajish VL. Mathematical morphology and region clustering based text information extraction from Malayalam news videos. In Thampi SM, Bandyopadhyay S, Krishnan S, Li KC, Mosin S, Ma M, editors, Advances in Signal Processing and Intelligent Recognition Systems: Proceedings of Second International Symposium on Signal Processing and Intelligent Recognition Systems (SIRS-2015) December 16-19, 2015, Trivandrum, India. Springer Cham. 2015. p. 431–442. (Advances in Intelligent Systems and Computing). doi: 10.1007/978-3-319-28658-7_37, 10.1007/978-3-319-28658-7

Mathematical morphology and region clustering based text information extraction from Malayalam news videos

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