Litcius/Paper detail

Classification of Indian Dance Forms using Pre-Trained Model-VGG

Snigdha Biswas, Anirudh Ghildiyal, Sachin Sharma

202123 citationsDOI

Abstract

Indian classical dance often referred to as ICD acts as a mirror of the rich cultural heritage of India. Every dance comes from a different state in the country. The national level academy for performing arts in India called The Sangeet Natak Academy identifies eight different dance forms namely- `Bharatanatyam', `Kathak', `Kathakali', `Kuchipudi', `Manipuri', `Mohiniyattam', `Odissi' and `Sattriya'. In this paper, we have used transfer learning to solve this multiclass problem. Pre-trained models such as VGG16 and VGG19 were used to classify the images of the 8 dance forms known in India. This was completed using the ICD data set from Kaggle consisting of 8 different classes and multiple images in each class.

Topics & Concepts

DanceArtificial intelligenceCultural heritageThe artsComputer scienceClass (philosophy)Set (abstract data type)Transfer of learningVisual artsNatural language processingHistoryArtArchaeologyProgramming languageHuman Pose and Action RecognitionVideo Analysis and SummarizationMusic and Audio Processing
Classification of Indian Dance Forms using Pre-Trained Model-VGG | Litcius