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Professor Guanghui Liu visited MCL

On Tuesday (2/10), Professor Guanghui Liu, from University of Electronic Science and Technology of China (UESTC), visited the Multimedia Communication Lab. Professor Kuo and Liu introduced the recent research situation both in computer vision and digital communication to each other,shared some technical experience in projects and applications, discussed the challenges and trends in computer vision and digital communication. From the visit,Prof. Liu learned about the history and current situation of MCL, and hopes to establish cooperation with MCL both in student training and academic research in the future.

Prof. Liu received the M.Sc. and Ph.D. degrees in electronic engineering from UESTC, Chengdu, China, in 2002 and 2005, respectively. During 2005 – 2008, he worked as a senior Engineer in Samsung Electronics, South Korea. Since 2009, he has been with the School of Electronic Engineering of UESTC. His research interests include digital signal processing and telecommunications, with an emphasis on digital video transmission, and OFDM techniques. In these areas, he has published over 40 papers in refereed journals or conferences, and holds over 20 patents (granted and pending). He also served as the Publication Chair of the 2010 international symposium on Intelligent Signal Processing and Communication Systems.

By |February 17th, 2015|News|Comments Off on Professor Guanghui Liu visited MCL|

Ms. Lina Jin passed Her PhD dissertation Public Exam

Ms. Lina Jin started her PhD study from January 2011 at the Computing Imaging group, Department of Signal Processing, Tampere University of Technology, Finland. Since 2011, She has been co-supervised by Prof. C.-C. Jay Kuo from the University of Southern California. From October 2013 to December 2014, she has been working at Prof. Kuo’s Media Communications Lab as a visiting scholar.

Congratulations to Lina Jin for passing her public examination on January 30, 2015. The title of her dissertation is “Perceptual Quality Assessment for Visual Signal”. Her dissertation was pre-examined by Prof. Patrick LeCallet (Université de Nantes/Ecole Polytechnique de l’Université de Nantes, France) and Prof. Weisi Lin (Nanyang Technological University, Singapore). The opponent is Prof. Mårten Sjöström from Mid Sweden University, Sweden.

With the rapid growth of information technology and the Internet, image and video have become one part of our everyday life and their quality is of prime importance for numerous applications. The aim of realistic digital image and video is to create accurate, high quality imagery, which faithfully represents the physical environment. The ultimate goal is to create images that are perceptually indistinguishable from the actual scene. Thus, the automatic evaluation of image and video quality plays a critical role in the fields of image and video processing and there are many practical applications, such as quality monitoring to maintain Quality of Service (QoS) requirements, the evaluation of video processing for compression, and perceptually optimal design of video processing systems. Ms. Lina Jin’s dissertation investigates and analyses image artifacts resulting from various 2D and 3D image/video applications and explores human visual perception of different image artifacts through subjective experiments. She conducted in designing and building a large new image quality database, TID2013. TID2013 provides [...]

By |February 8th, 2015|News|Comments Off on Ms. Lina Jin passed Her PhD dissertation Public Exam|
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    “Cloud-based Media” Workshop to be Organized at IEEE ICME 2015

“Cloud-based Media” Workshop to be Organized at IEEE ICME 2015

To provide rich media services, multimedia computing has emerged as a technique to generate, edit, process, and search media contents, such as images, video, audio, graphics, and so on. Typical types of cloud-based services include: IaaS, NaaS, PaaS, IPMaaS, DaaS, and SaaS. In the same manner, future networks meet cloud via Network Function Virtualization and Software Defined Networking (SDN). Prosumers’ potential for hosting, delivering and interacting with Media Events requires a rich pool of resources and also a flexible set of provisions and guarantees upon users’ request. Towards this direction, Cloud Computing arises as a promising solution, being able to reserve assets on demand and guarantee their provisions over time. Existing resource reservation techniques are based either on a “fixed” model, so that to accommodate the anticipated peak demand but with low resource utilization during non-peak times, or on a “pay-as-you-go” model, where the cost is estimated for the total amount of information transferred, but subject to variation due to contention from other applications in the Cloud Data Center.

Decoupling hardware and software through virtualization is the most important reason for content providers to shift towards the cloud. The applications can be available always on, low in cost, on demand, massively scalable and pay as you grow among users with heterogeneous capabilities and characteristics. This will be accomplished through the design and development of an abstraction entity that is responsible to manage the media resources and the network capabilities, acting as a mediator between the client application and the media-aware cloud. The content can be processed to meet the device capabilities and the backhaul network bandwidth by aggregating requests from the end-users.

To address all the above technical issues in cloud-based media computing, Professor C.-C. Jay [...]

By |February 1st, 2015|News|Comments Off on “Cloud-based Media” Workshop to be Organized at IEEE ICME 2015|
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    Congratulations to Pang-Cheng (Brian) Lan for Passing His Qualifying Exam

Congratulations to Pang-Cheng (Brian) Lan for Passing His Qualifying Exam

Congratulations to Mr. Pang-Cheng (Brian) Lan for passing his Qualifying Exam on January 22, 2015. The title of Brian’s thesis proposal is “Enhancing Secrecy in Wireless Environment with Only Channel State Information: Theory and Applications”. His Qualifying Exam committee consisted of Jay Kuo (Chair), Keith Chugg, Andy Molisch, Salman Avestimehr and Wlodek Proskurowski (Outside Member).

In his proposal, Brian shows the advantages of having only transmitter-side channel state information (CSI) but none or limited CSI at the receiver and the eavesdropper in wiretap channels. With CSI only at the transmitter (CSIT), distortion and interference on the main channel can be pre-compensated by the transmitter to facilitate detection at the receiver while leaving the eavesdropper confused by the uncertainties of its own channel. These ideas are first tested in the case of finite-alphabet discrete memoryless wiretap channels, where the secrecy capacity expression is derived, and are then applied to two practical scenarios, namely, fading wiretap channels and those with Gaussian interference. Truncation-based schemes are proposed to ensure that the transmission occurs only when the main channel is sufficiently reliable. Furthermore, a practical unitary modulation scheme is recommended as application of exploiting the benefits of having CSIT in secrecy for multi-antenna communication systems in which Long Term Evolution (LTE) is used as an example. The achievable secrecy rates of the proposed schemes are derived and asymptotic or approximate expressions are proposed for the optimization purpose. The effectiveness of the proposed transmission schemes and the advantages of having only CSIT are demonstrated through numerical simulations.

By |January 25th, 2015|News|Comments Off on Congratulations to Pang-Cheng (Brian) Lan for Passing His Qualifying Exam|
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    Congratulations to Ms. Young Ju Jeong for Passing Her Qualifying Exam

Congratulations to Ms. Young Ju Jeong for Passing Her Qualifying Exam

Ms. Young Ju Jeong joined the MCL in 2005 Fall firstly as a MS student and then a PhD student. Young Ju took a leave of absence, returned to Korea and worked as a research engineer in the Samsung Advanced Institute of Technology (SAIT) in 2007 August. She has resumed her PhD program remotely since two years ago by taking courses through DEN and communicating with Professor Kuo on her research progress. Congratulations to Young Ju for passing her Qual exam on January 13, 2015. Her proposal is “Autostereoscopic 3D Display Rendering from Conventional Stereo Sequences”. Her Qual exam committee includes: Jay Kuo (Chair), Sandy Sawchuk, Keith Jenkins, Panos Georgiou and Aichiro Nakano (Outside Member).

Progress in the development of 3D displays has enabled human to reproduce a more realistic 3D world. However, it is difficult to generate 3D various display images from restrictive input contents. In her thesis proposal, Young Ju proposed a new framework for the 3D display representation. The first step for the creation of 3D display images is 3D reconstruction from the restrictive input contents. Under the estimated 3D structure, robust rendering with respect to uncalibrated artifacts is an important task. For the light field display, fast and efficient rendering for a huge number of pixels and memory usage is the main challenge. Young Ju introduced a new stereo matching algorithm that estimates disparities between high- and low-confidence regions separately. Then, she proposed an efficient multiview rendering algorithm for the autostereoscopic display that takes uncalibrated stereo as the input. Finally, she proposed an efficient light-field rendering algorithm that utilizes only a few input colors and depth images. Experimental results demonstrate that proposed stereo matching algorithm offers high quality results on real [...]

By |January 18th, 2015|News|Comments Off on Congratulations to Ms. Young Ju Jeong for Passing Her Qualifying Exam|

Two MCL Papers Presented at ICCE 2015

Two research  findings of the USC Media Communications Lab were presented at the IEEE International Conference on Consumer Electronics (ICCE), which was held from January 9th to 12th 2015, in Las Vegas .

Auto exposure (AE) control is an important function of modern digital cameras. Simple AE algorithms are designed for a specific type of camera sensors. Advanced AE techniques have been developed to tackle a wider class of camera sensors and/or high contrast lighting conditions, yet they are computationally intensive and, thus, difficult to implement in a resource-constrained environment such as phone cameras. Besides, none of existing solutions provides robust performance if erroneous exposure occurs. To address the aforementioned shortcomings, a fast and robust AE algorithm is  in need. The first paper entitled with “Fast and Robust Camera’s Auto Exposure Control Using Convex or Concave Model”, co-authored by Yuanhang Su and C.-C. Jay Kuo, proposed a concave/convex function model for the luminance characteristics of a camera. Based on such a model, a proper parameter value can be computed using a modified secant algorithm with fast convergence. This paper was presented by an MCL member, Joe Lin.

The second paper entitled with “Uncalibrated Multiview Synthesis based on Epipolar Geometry Approximation”, co-authored by Young Ju Jeong, Hyoseok Hwang, Dongkyung Nam and C.-C. Jay Kuo, was mainly conducted in Samsung Advanced Institute of Technology (SAIT) with the input from Professor Kuo. This paper proposed an  efficient multiview rendering algorithm that takes uncalibrated stereo as the input. First, the epipolar geometry of multiple viewpoints is analyzed for multiview display. Then, the camera pose for an arbitrarily selected viewpoint is estimated by algebraic approximation. Finally, by exploiting rectification homographs and disparities of rectified stereo, one can determine multiview images with [...]

By |January 11th, 2015|News|Comments Off on Two MCL Papers Presented at ICCE 2015|

New Year Greetings

2014 is a fruitful year for MCLab and we are looking forward to a wonderful 2015.

Wish all members happy new year!

 

Image credit: Latin Times http://www.latintimes.com/new-year-messages-70-sayings-wish-everyone-happy-2015-284758

By |December 28th, 2014|News|Comments Off on New Year Greetings|

Professor Kuo Completed His Service as APSIPA President

Professor C.-C. Jay Kuo attended 2015 APSIPA Annual Summit Conference (ASC) in Siem Reap, Cambodia, December 9-12. APSIPA represents “Asia Pacific Signal and Information Processing Association”, which was founded in 2009. Professor Sadaoki Furui was the first President (2009-2012) while Prof. Jay Kuo was the second (2012-2014). During his tenure, Professor Kuo launched a major membership campaign through recruiting APSIPA Friend Labs. Right now, APSIPA has around 3200 e-members in the LinkedIn Social Network and 260 APSIPA Friend Labs.

Professor Kosin Chamnongthai of King Mongkut’s University of Technology (Thailand), Professor Hitoshi Kiya of Tokyo Metropolitan University (Japan) and Professor Kuo were General Co-Chairs of APSIPA ASC 2014. The conference location, Siem Reap, is the home to the incredible Angkor ruins, a sprawling World Heritage-listed complex of ancient temples, including Angkor Wat, Angkor Thom, etc. Professor Kuo met a couple of MCL alumni from Korea and Taiwan.

Professor Kuo completed his two-year term of APSIPA President immediately after this conference, and Dr. Haizhou Li of Singapore has succeed Professor Kuo to become the new President of APSIPA. Dr. Li is a world renowned expert and technical leader in speech processing and recognition.

By |December 21st, 2014|News|Comments Off on Professor Kuo Completed His Service as APSIPA President|

MCLab at NIPS 2014

Neural Information Processing Systems (NIPS) conference, a premier machine learning conference, was held in the beautiful French city of Montreal, Canada from Dec. 8 to Dec. 13, 2014. This year’s conference was the 28th edition and it saw a record number of attendees (around 2400 registrations) from all over the world, with a good mixture of people from academia and industry. Applied machine learning practitioners from computer vision and neuroscience, and theorists from learning and information theory communities made the conference a great success.

Sanjay presented his paper titled `Studying User Influence in Personalized Group Recommenders in Location Based Social Networks’ at the NIPS Personalization Workshop. His work proposes a new class of Collaborative-filtering based Hierarchical Bayesian models to jointly learn group preferences and location-activities to perform personalization of group recommenders. Empirical experiments on a large location-based social network dataset showed that the models he proposed out-perform the state-of-the-art group recommendation systems. A photo of top machine learning researchers (photo credit: Prof. Andrew Ng) and a photo of Montreal City are shown.

 

By |December 15th, 2014|News|Comments Off on MCLab at NIPS 2014|

Congratulations to Hyunsuk Ko for Passing his Defense

Congratulations to Hyunsuk Ko, an MCL member, for passing his defense this afternoon. His thesis title is “Advanced Techniques for Stereoscopic image rectification and quality assessment”. His thesis guidance committee includes Jay Kuo (Chair), Sandy Sawchuk and Aiichiro Nakano (Outside Member). The committee gave a lot of praise to the quality of Hyunsuk’s thesis and his excellent presentation. The following is the abstract of Hyunsuk’s thesis.
“New frameworks for an objective quality evaluation and an image rectification of stereoscopic image pairs are presented in this work. First, quality assessment of stereoscopic image pairs is more complicated than that for 2D images since it is a multi-dimensional problem where the quality is affected by distortion types as well as the relation between the left and right views such as different types/levels of distortion in two views. In our work, we first introduce a novel formula-based metric that provide better results than several existing methods. However, the formula-based metric still has its limitation. For further improvement, we propose a parallel boosting system based quality index. That is, we classify distortion types into groups and design a set of scorer to handle them separately. At stage 1, each scorer generates its own score for a specific distortion type. At stage 2, all intermediate scores are fused to predict the final quality index with nonlinear regression. Experimental results demonstrate that the proposed quality index outperforms most of state-of-the art quality assessment methods by a significant margin over different databases. Secondly, a novel algorithm for uncalibrated stereo image-pair rectification under the constraint of geometric distortion, called USR-CGD, is presented in this work. Although it is straightforward to define a rectifying transformation (or homography) given the epipolar geometry, many existing [...]

By |December 6th, 2014|News|Comments Off on Congratulations to Hyunsuk Ko for Passing his Defense|