VIDEO-BASED TAEKWONDO POOMSAE MOVEMENT CLASSIFICATION USING MEDIAPIPE, DEEP LEARNING, AND MULTILEVEL WAVELET PACKET ENTROPY - Dalam bentuk buku karya ilmiah
QORIINA DWI AMALIA

Informasi Umum

Kode

25.05.285

Klasifikasi

000 - General Works

Jenis

Karya Ilmiah - Thesis (S2) - Reference

Subjek

Image Processing And Computer Vision

Dilihat

41 kali

Informasi Lainnya

Abstraksi

Taekwondo is one of the martial arts from South Korea. One of the categories in this martial arts branch is Poomsae, which contains movement techniques. This research aims to develop a system to classify Taekwondo Poomsae moves using MediaPipe. The main objective is to categorize Taekwondo accurately moves into four kick classes namely Ap Chagi, Dollyo Chagi, Yeop Chagi, and Dwi Chagi, and seven stance classes namely Arae Makki, Batangson, Eolgol Makki, Hansonal Momtong Makki, Jepipom Mokchigi, Momtong Jireugi, and Sonnal Momtong Makki. This research begins with data collection in the form of video recordings from professional Taekwondo athletes using a camera. The joints of the athlete's body are detected and localized in each frame using MediaPipe to provide sequential movement information in numerical values in the form of X, Y and Z joints. Features are then extracted from these poses using Multilevel Wavelet Packet Entropy analysis and used as input to the classification model. The method involves pose extraction, feature extraction, and training and evaluation. The developed system obtained the highest accuracy at MWPE Level 3 on the kick category dataset at 93.75%, while in the parry category, it reached 96.42%. This study advances movement and martial arts analysis by highlighting how well the suggested system works to automate the categorization of Taekwondo Poomsae motions. Future study can broaden the scope by expanding the system in Kyorugi or match categories.

• TTG6Z4 - TESIS II

Koleksi & Sirkulasi

Tersedia 1 dari total 1 Koleksi

Pengarang

Nama	QORIINA DWI AMALIA
Jenis	Perorangan
Penyunting	Achmad Rizal, Bayu Erfianto
Penerjemah

Penerbit

Nama	Universitas Telkom, S2 Teknik Elektro
Kota	Bandung
Tahun	2025

Sirkulasi

Harga sewa	IDR 0,00
Denda harian	IDR 0,00
Jenis	Non-Sirkulasi

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