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1. Supervised Learning based QoE Prediction of Video Streaming in Future Networks: A Tutorial with Comparative Study

Author

Ahmad, Arslan, Mansoor, Atif Bin, Barakabitze, Alcardo Alex, Hines, Andrew, Atzori, Luigi, and Walshe, Ray

Subjects
Computer Science - Networking and Internet Architecture, Computer Science - Machine Learning, Computer Science - Multimedia
Abstract

The Quality of Experience (QoE) based service management remains key for successful provisioning of multimedia services in next-generation networks such as 5G/6G, which requires proper tools for quality monitoring, prediction and resource management where machine learning (ML) can play a crucial role. In this paper, we provide a tutorial on the development and deployment of the QoE measurement and prediction solutions for video streaming services based on supervised learning ML models. Firstly, we provide a detailed pipeline for developing and deploying supervised learning-based video streaming QoE prediction models which covers several stages including data collection, feature engineering, model optimization and training, testing and prediction and evaluation. Secondly, we discuss the deployment of the ML model for the QoE prediction/measurement in the next generation networks (5G/6G) using network enabling technologies such as Software-Defined Networking (SDN), Network Function Virtualization (NFV) and Mobile Edge Computing (MEC) by proposing reference architecture. Thirdly, we present a comparative study of the state-of-the-art supervised learning ML models for QoE prediction of video streaming applications based on multiple performance metrics.

Published
2022
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2. Performance Analysis of Vehicle Detection Techniques: A Concise Survey

Author

Hanif, Adnan, Mansoor, Atif Bin, Imran, Ali Shariq, Kacprzyk, Janusz, Series Editor, Pal, Nikhil R., Advisory Editor, Bello Perez, Rafael, Advisory Editor, Corchado, Emilio S., Advisory Editor, Hagras, Hani, Advisory Editor, Kóczy, László T., Advisory Editor, Kreinovich, Vladik, Advisory Editor, Lin, Chin-Teng, Advisory Editor, Lu, Jie, Advisory Editor, Melin, Patricia, Advisory Editor, Nedjah, Nadia, Advisory Editor, Nguyen, Ngoc Thanh, Advisory Editor, Wang, Jun, Advisory Editor, Rocha, Álvaro, editor, Adeli, Hojjat, editor, Reis, Luís Paulo, editor, and Costanzo, Sandra, editor

Published
2018
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3. A Human Perception Based Performance Evaluation of Image Quality Metrics

Author

Wajid, Rameez, Mansoor, Atif Bin, Pedersen, Marius, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Kobsa, Alfred, Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Bebis, George, editor, Boyle, Richard, editor, Parvin, Bahram, editor, Koracin, Darko, editor, McMahan, Ryan, editor, Jerald, Jason, editor, Zhang, Hui, editor, Drucker, Steven M., editor, Kambhamettu, Chandra, editor, El Choubassi, Maha, editor, Deng, Zhigang, editor, and Carlson, Mark, editor

Published
2014
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4. Subjective Evaluation of Image Quality Measures for White Noise Distorted Images

Author

Mansoor, Atif Bin, Anwar, Adeel, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Blanc-Talon, Jacques, editor, Bone, Don, editor, Philips, Wilfried, editor, Popescu, Dan, editor, and Scheunders, Paul, editor

Published
2010
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5. An Evaluation of Wavelet Kernels for Palmprint Based Recognition

Author

Mansoor, Atif Bin, Masood, Hassan, Mumtaz, Mustafa, Shabbir, Sameem, Khan, Shoab A., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Perales, Francisco J., editor, and Fisher, Robert B., editor

Published
2010
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6. A Novel Contourlet Based Online Fingerprint Identification

Author

Saeed, Omer, Mansoor, Atif Bin, Butt, M Asif Afzal, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Fierrez, Julian, editor, Ortega-Garcia, Javier, editor, Esposito, Anna, editor, Drygajlo, Andrzej, editor, and Faundez-Zanuy, Marcos, editor

Published
2009
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7. A New Hybrid DCT and Contourlet Transform Based JPEG Image Steganalysis Technique

Author

Khan, Zohaib, Mansoor, Atif Bin, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Salberg, Arnt-Børre, editor, Hardeberg, Jon Yngve, editor, and Jenssen, Robert, editor

Published
2009
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8. A Hybrid Image Quality Measure for Automatic Image Quality Assessment

Author

Mansoor, Atif Bin, Haider, Maaz, Mian, Ajmal S., Khan, Shoab A., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Salberg, Arnt-Børre, editor, Hardeberg, Jon Yngve, editor, and Jenssen, Robert, editor

Published
2009
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9. Steganalysis of JPEG Images with Joint Transform Features

Author

Khan, Zohaib, Mansoor, Atif Bin, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Wada, Toshikazu, editor, Huang, Fay, editor, and Lin, Stephen, editor

Published
2009
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10. Personal Identification Using Palmprint and Contourlet Transform

Author

Mansoor, Atif Bin, Mumtaz, M., Masood, H., Butt, M. Asif A., Khan, Shoab A., Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Sudan, Madhu, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Vardi, Moshe Y., Series editor, Weikum, Gerhard, Series editor, Bebis, George, editor, Boyle, Richard, editor, Parvin, Bahram, editor, Koracin, Darko, editor, Remagnino, Paolo, editor, Porikli, Fatih, editor, Peters, Jörg, editor, Klosowski, James, editor, Arns, Laura, editor, Chun, Yu Ka, editor, Rhyne, Theresa-Marie, editor, and Monroe, Laura, editor

Published
2008
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11. Fuzzy Morphology for Edge Detection and Segmentation

Author

Mansoor, Atif Bin, Mian, Ajmal S, Khan, Adil, Khan, Shoab A, Hutchison, David, editor, Kanade, Takeo, editor, Kittler, Josef, editor, Kleinberg, Jon M., editor, Mattern, Friedemann, editor, Mitchell, John C., editor, Naor, Moni, editor, Nierstrasz, Oscar, editor, Pandu Rangan, C., editor, Steffen, Bernhard, editor, Sudan, Madhu, editor, Terzopoulos, Demetri, editor, Tygar, Doug, editor, Vardi, Moshe Y., editor, Weikum, Gerhard, editor, Bebis, George, editor, Boyle, Richard, editor, Parvin, Bahram, editor, Koracin, Darko, editor, Paragios, Nikos, editor, Tanveer, Syeda-Mahmood, editor, Ju, Tao, editor, Liu, Zicheng, editor, Coquillart, Sabine, editor, Cruz-Neira, Carolina, editor, Müller, Torsten, editor, and Malzbender, Tom, editor

Published
2007
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47. An analysis of quality factor on image steganalysis

Author

7th International conference on informatics and systems, INFOS2010 Cairo, Egypt 28-30 March 2010, Khan, Zohaib, and Mansoor, Atif Bin

Subjects
detection accuracy, communication, ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION, quality factor, steganalysis
Abstract

Internet has emerged as a popular medium of communication,not only for common people but also for criminals.Various modes of covert communication are adopted by such elements. Steganography hides the information in digital images without changing their visual perception. These images can then be transferred over internet, without causing any suspicion toan observer. Steganalysis techniques inspect the images and detect the presence of hidden messages. In this paper, we have investigated the effect of quality factor of JPEG images on steganalysis using Discrete Cosine Transform. Features are extracted in Discrete Cosine Transform domain using higher order statistics, and subsequently a Fisher Linear Discriminant classifier is trained using different clean and steganographic images at different JPEG compression ratios i.e., quality factor.The quantitative results of experiments demonstrate that a classifier trained on particular quality factor gives better detection accuracy for images compressed with the same or a lower quality factor, but gives degraded performance of detection for images compressed with higher quality factor. This inference can aid in developing improved quality independent steganalysis mechanisms Refereed/Peer-reviewed

Published
2010

48. Steganalysis of JPEG images with joint transform features

Author

Atif Bin Mansoor, Zohaib Khan, 3rd Pacific rim symposium on image and video technology, PSIVT 2009 Tokyo, Japan 13-16 January 2009, Khan, Zohaib, and Mansoor, Atif Bin

Subjects
Discrete wavelet transform, Steganalysis, Steganography, business.industry, Computer science, feature extraction, Feature extraction, Pattern recognition, computer.file_format, Linear discriminant analysis, information hiding, JPEG, classification, Discrete cosine transform, Computer vision, Artificial intelligence, steganography, steganalysis, business, computer, Transform coding
Abstract

In this paper, a universal steganalysis scheme for JPEG images based upon joint transform features is presented. We first analyzed two different transform domains (Discrete Cosine Transform and Discrete Wavelet Transform) separately, to extract features for steganalysis. Then a combination of these two feature sets is constructed and employed for steganalysis. A Fisher Linear Discriminant classifier is trained on features from both clean and steganographic images using all three feature sets and subsequently used for classification. Experiments performed on images embedded with two variants of F5 and Model based steganographic techniques reveal the effectiveness of proposed steganalysis approach by demonstrating improved detection for joint features. Refereed/Peer-reviewed

Published
2009

49. A new hybrid DCT and contourlet transform based JPEG image steganalysis technique

Author

Atif Bin Mansoor, Zohaib Khan, 16th Scandinavian conference on image analysis, SCIA 2009 Oslo, Norway 15-18 June 2009, Khan, Zohaib, and Mansoor, Atif Bin

Subjects
Steganalysis, Steganography, business.industry, Feature extraction, Pattern recognition, computer.file_format, Linear discriminant analysis, JPEG, Contourlet, classification, Information hiding, Discrete cosine transform, Computer vision, Artificial intelligence, steganalysis, steganography, business, hybrid features, computer, Mathematics
Abstract

In this paper, a universal steganalysis scheme for JPEG images based upon hybrid transform features is presented. We first analyzed two different transform domains (Discrete Cosine Transform and Discrete Contourlet Transform) separately, to extract features for steganalysis. Then a combination of these two feature sets is constructed and employed for steganalysis. A Fisher Linear Discriminant classifier is trained on features from both clean and steganographic images using all three feature sets and subsequently used for classification. Experiments performed on images embedded with two variants of F5 and Model based steganographic techniques reveal the effectiveness of proposed steganalysis approach by demonstrating improved detection for hybrid features. Refereed/Peer-reviewed

Published
2009

50. An evaluation of wavelet filters performance for steganalysis

Author

Zohaib Khan, Atif Bin Mansoor, 2nd International conference on computer, control and communication Pakistan 17-18 February 2009, Khan, Zohaib, and Mansoor, Atif Bin

Subjects
Steganography tools, Steganalysis, Steganography, business.industry, Feature extraction, ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION, Wavelet transform, Pattern recognition, Data_CODINGANDINFORMATIONTHEORY, images, Coiflet, Wavelet, ComputingMethodologies_PATTERNRECOGNITION, wavelet filters, Biorthogonal system, Artificial intelligence, steganalysis, business, performance, Mathematics
Abstract

This paper presents an evaluation of wavelet filters performance for the task of steganalysis. We analyzed six different wavelet filters namely Daubachies, Coijiets, Symlets, Discrete Meyer, Biorthogonal and Reverse Biorthogonal families for feature extraction in a wavelet based steganalysis technique. Two publicly available steganography tools, namely the F5 steganography and the Model Based steganography were used to embed messages in a database of clean images to develop steganographic database of images. A Fisher Linear Discriminant classifier is trained using all six feature sets extracted from both clean and steganographic images separately and subsequently used for classification. Experiments revealed that the features using the 'Haar(dbl)' wavelet filter gave the best steganalysis performance. Refereed/Peer-reviewed

Published
2009

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