Traditional bangladeshi sports video classification using deep learning method

Moumita Sen Sarma, Kaushik Deb, Pranab Kumar Dhar, Takeshi Koshiba

Research output: Contribution to journalArticlepeer-review

Abstract

Sports activities play a crucial role in preserving our health and mind. Due to the rapid growth of sports video repositories, automatized classification has become essential for easy access and retrieval, content-based recommendations, contextual advertising, etc. Traditional Bangladeshi sport is a genre of sports that bears the cultural significance of Bangladesh. Classification of this genre can act as a catalyst in reviving their lost dignity. In this paper, the Deep Learning method is utilized to classify traditional Bangladeshi sports videos by extracting both the spatial and temporal features from the videos. In this regard, a new Traditional Bangladeshi Sports Video (TBSV) dataset is constructed containing five classes: Boli Khela, Kabaddi, Lathi Khela, Kho Kho, and Nouka Baich. A key contribution of this paper is to develop a scratch model by incorporating the two most prom-inent deep learning algorithms: convolutional neural network (CNN) and long short term memory (LSTM). Moreover, the transfer learning approach with the fine-tuned VGG19 and LSTM is used for TBSV classification. Furthermore, the proposed model is assessed over four challenging datasets: KTH, UCF-11, UCF-101, and UCF Sports. This model outperforms some recent works on these da-tasets while showing 99% average accuracy on the TBSV dataset.

Original languageEnglish
Article number2149
Pages (from-to)1-20
Number of pages20
JournalApplied Sciences (Switzerland)
Volume11
Issue number5
DOIs
Publication statusPublished - 2021 Mar 1

Keywords

  • Convolutional neural network
  • Fine tuning
  • Long short term memory
  • Traditional Bangladeshi sports
  • Transfer learning

ASJC Scopus subject areas

  • Materials Science(all)
  • Instrumentation
  • Engineering(all)
  • Process Chemistry and Technology
  • Computer Science Applications
  • Fluid Flow and Transfer Processes

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