Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

Automatic Image Annotation Using CMRM with Scene Information Julian Sahertian; Saiful Akbar
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 15, No 2: June 2017
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v15i2.5160

Abstract

Searching of digital images in a disorganized image collection is a challenging problem. One step of image searching is automatic image annotation. Automatic image annotation refers to the process of automatically assigning relevant text keywords to any given image, reflecting its content. In the past decade many automatic image annotation methods have been proposed and achieved promising result. However, annotation prediction from the methods is still far from accurate. To tackle this problem, in this paper we propose an automatic annotation method using relevance model and scene information. CMRM proposed by [5] is one of automatic image annotation method based on relevance model approach. CMRM method assumes that regions in an image can be described using a small vocabulary of blobs. Blobs are generated from segmentation, feature extraction, and clustering. Given a training set of images with annotations, this method predicts the probability of generating a word given the blobs in an image. To improve annotation prediction accuracy of CMRM, in this paper we utilize scene information incorporate with CMRM. Our proposed method is called scene-CMRM. Global image region can be represented by features which indicate type of scene shown in the image. Thus, annotation prediction of CMRM could be more accurate based on that scene type. Our experiments showed that, the methods provides prediction with better precision than CMRM does, where precision represents the percentage of words that is correctly predicted.
Co-Authors Achmad Iqbal Maulana Adhitia, Riswandha Ahmad Bagus Setiawan Ahmad Robet Nailul Author Alexander, Kevin Rio Amanda, Novia Anandra, Yayan Anardha, Danuar Aditya Anifiatiningrum Anwar, Muhammad Choirul Anwarruddin, Muhammad Tri Aqharabah, Bhisri Hafi Ardi Sanjaya Astutik, Eka Yulia Sri Ayu Meudea, Prita Azmi, Muhamad Ulul Baehaqi BIMA SETIAWAN Cholid Ilham Isniawan Christofel Wicaksono, John Danang Wahyu Widodo Daniel Swanjaya Darmawan, Reza Depi, Alisa Sintiya Diansyah, Alex Rahma Dipa Perwira, Mohammad Askar Doni Abdul Fatah Dusea Widyadara, Made Ayu Erlina Nasrinatun Ni’mah Erwanto, Elga Asfa Fery Setiawan Frans Rega Agista Hari Setiawan Ibnu Al Ikrom Indra Septiawan Intan Nur Farida Irawan, Rony Hery Juli Sulaksono Khotmuniza, Muzan Ihda Kumalasari, Ratih Kurniawan, Candra Mega Adi Kurniawati, Desi Dwi Luluk Indah Safitri Made Ayu Dusea Widyadara - Universitas Nusantara Kediri, Made Ayu Dusea Widyadara Mahdiyah, Umi Mahmudi, Aris Majid, Moh. Lukky Abdul Marjuni, Mohamad Marzuki, Moh. Ismail Maulana, Arfan Moh Imam Yusuf Mustofa Muhammad Vicko Putra Ardiansyah Mulya, Leon Prasetya Mustofa, Arin Ayu Silvyani Muzan Ihda Khotmuniza Natasha, Sonya Niska Shofia, Niska Niswatin , Ratih Kumalasari Novianto, Alfian Dwi Nugroho, Alindro Septo Nur Farida Nurarinda, Terry Anda Putra Nurul Mahpiroh Odhianto, Yosan Pandie, Risky Vridel Eduard Patmi Kasih Pramudita, Yosua Yonnas Prasetyo, Mochammad Bima Pratama Putra, Septiandy Adibya Pratama, Tutus Lusni Raharjo, Yulianto Dwi Ramadhanu, Ilham Khefi Ratih Kumalasari Niswatin Resty Wulanningrum Risa Helilintar Rizakatama, Moh. Rohman Rizal, Muhamad Helmi Khoirur Rohman, Ahmad Andi Fatkhur Rony Heri Irawan Rony Hery Irawan Saiful Akbar Salsabila, Adinda Meylia Santoso, Christa Witta Putra Saputro, Aryo Widodo Satria Bijaksana Satrio Damara, Moch. Deifa Sholahuddin, Muhammad Resandi Subiyantoko, Rizki Suraju, Ghovin Triosaputra, Johan Rizky Umami, M. Rizal Utama, Yoga Putra WAHYU FIRMANSYAH Wahyuniar , Lilia Sinta Wulaningrum, Resty Yahya, Moh. Zakariya Yahya, Nisaa’ Husnia Yuprastiwi, Yessy Zuhri, Mohamad Farkhan Fahmi