Object Pre-processing using Motion Stabilization and Key Frame Extraction with Machine Learning Techniques

被引：0

作者：

Archana, Kande ^{[1
]}

Prasad, V. Kamakshi ^{[1
]}

机构：

[1] Jawaharlal Nehru Technol Univ JNTU, Dept CSE, Hyderabad, Telangana, India

来源：

INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS | 2022年 / 13卷 / 11期

关键词：

Information loss preventive; mean angle measure; key frame extraction; moving average; dynamic thresholding;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Video information processing is one of the most important application areas in research and to solve in various pre-processing issues. The pre-processing issues such as unstable video frame rates or capture angle, noisy data and large size of the video data prevent the researchers to apply information retrieval or categorization algorithms. The video data itself plays a vital role in various areas. This work aims to solve the motion stabilization, noise reduction and key frame extraction, without losing the information and in reduced time. The work results into 66% reduction in key frame extraction and nearly 6 ns time for complete video data processing.

引用

页码：148 / 157

页数：10

共 50 条

[31] Detection of Brain Tumour in Medical Images Using Pre-Processing Techniques
Monika, Surineni
Malathi, K.
Monisha, Surineni
RESEARCH JOURNAL OF PHARMACEUTICAL BIOLOGICAL AND CHEMICAL SCIENCES, 2016, 7 : 78 - 87
[32] Brain Tissue Segmentation Using NeuroNet With Different Pre-processing Techniques
Islam Tushar, Fakrul
Alyafi, Basel
Hasan, Kamrul
Dahal, Laysen
2019 JOINT 8TH INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV) AND 2019 3RD INTERNATIONAL CONFERENCE ON IMAGING, VISION & PATTERN RECOGNITION (ICIVPR) WITH INTERNATIONAL CONFERENCE ON ACTIVITY AND BEHAVIOR COMPUTING (ABC), 2019, : 223 - 227
[33] Package Proposal for Data Pre-Processing for Machine Learning Applied to Precision Irrigation
dos Santos, Rogerio Pereira
Beko, Marko
Leithardt, Valderi R. Q.
2023 6TH CONFERENCE ON CLOUD AND INTERNET OF THINGS, CIOT, 2023, : 141 - 148
[34] Image Pre-processing and Feature Extraction Techniques for Magnetic Resonance Brain Image Analysis
Hemanth, D. Jude
Anitha, J.
COMPUTER APPLICATIONS FOR COMMUNICATION, NETWORKING, AND DIGITAL CONTENTS, 2012, 350 : 349 - 356
[35] Impact of Data Pre-Processing Techniques on Deep Learning Based Power Attacks
Aljuffri, Abdullah
Reinbrecht, Cezar
Hamdioui, Said
Taouil, Mottaqiallah
2021 16TH INTERNATIONAL CONFERENCE ON DESIGN & TECHNOLOGY OF INTEGRATED SYSTEMS IN NANOSCALE ERA (DTIS 2021), 2021,
[36] FAdeML: Understanding the Impact of Pre-Processing Noise Filtering on Adversarial Machine Learning
Khalid, Faiq
Hanif, Muhammad Abdullah
Rehman, Semeen
Qadir, Junaid
Shafique, Muhammad
2019 DESIGN, AUTOMATION & TEST IN EUROPE CONFERENCE & EXHIBITION (DATE), 2019, : 902 - 907
[37] Pre-processing satellite rainfall products improves hydrological simulations with machine learning
Boulmaiz, Tayeb
Hafsi, Radia
Guermoui, Mawloud
Boutaghane, Hamouda
Abida, Habib
Saber, Mohamed
Kantoush, Sameh A.
Ferkous, Khaled
Tramblay, Yves
HYDROLOGICAL SCIENCES JOURNAL, 2024, 69 (10) : 1356 - 1370
[38] A Multi-purpose Data Pre-processing Framework using Machine Learning for Enterprise Data Models
Ramana, Venkata B.
Narsimha, G.
INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2021, 12 (03) : 646 - 656
[39] Classification of Astronomical Objects in the Galaxy M81 using Machine Learning Techniques II. An Application of Clustering in Data Pre-processing
Chuntama, Tapanapong
Suwannajak, Chutipong
Techa-Angkoon, Prapaporn
Panyangam, Benjamas
Tanakul, Nahathai
2021 18TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER SCIENCE AND SOFTWARE ENGINEERING (JCSSE-2021), 2021,
[40] Insights into enhanced machine learning techniques for surface water quantity and quality prediction based on data pre-processing algorithms
Panahi, Javad
Mastouri, Reza
Shabanlou, Saeid
JOURNAL OF HYDROINFORMATICS, 2022, : 875 - 897

← 1 2 3 4 5 →