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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|

Thanksgiving Luncheon of MCLab

Last Thursday (Nov 27, 2014), Professor Kuo held a Thanksgiving luncheon for our MCL members at Ichiban Restaurant in El Monte. Around 35 people from our group including some family members and Professor Kuo’s family attended this great luncheon event at noon of Thanksgiving Day. There was a fusion of food such as Sushi, seafood, Chinese food, pizza and dessert, which was great for us since MCL has members from various regions. The most important thing was to have a social communication among our group. In this luncheon, everyone enjoyed talking to others and our topics were pretty diverse, ranging from research, course study, to sports, hobbies and Thanksgiving plans. Professor Kuo introduced his family to us and it was a great pleasure to receive warm Thanksgiving greetings from his family members. Besides, Professor Kuo went to each table to chat with group members, showing a touched concern about our life in the USA. Moreover, Professor Kuo’s sharing about his experience on research, PhD study, sociality, and life benefited us a lot on many aspects.

Two visiting scholars, Prof. Yang and Prof. Wang, mentioned this luncheon as “a valuable chance to understand the spirit of MCL group, to know the group members, and to learn more about Professor Kuo”. “My husband and I had no idea before about where to spend our Thanksgiving, but right now we find the answer is to have a good time with the big MCL family right here!”, as Dr. Nie told us. Yes! This is definitely correct. Most of our members are international students, whose families are quite far away. On this special moment, Thanksgiving Day, we just felt like we were a family right here, right now with [...]

By |December 1st, 2014|News|Comments Off on Thanksgiving Luncheon of MCLab|

Interview with Visiting Scholar Dr. Zhaojun Nie

In November 2014, a new visiting scholar, Dr. Zhaojun Nie joined MCLab. Dr. Nie received her PhD degree from McMaster University at Hamilton, Canada in June 2014. Now we have an interview with her, talking about her research interests and future expectations.

 

1. Could you briefly introduce yourself and your previous research experiences?

I received my BS degree in Electrical Engineering from Xi’an Institute of Post & Telecommunication in 2007, and received my MSc degree in Optoelectronics Engineering from Beijing Institute of Technology in 2009. In June 2014, I received the PhD degree in Biomedical Engineering from McMaster University at Hamilton, Canada. My previous research focused on optical imaging and spectroscopic system design for biomedical and clinical applications, as well as clinical data analysis and classification to increase the diagnostic accuracy of tumor detection.

 

2. What is your first impression of USC and MCLab?

USC is a famous university. I am glad that I have this opportunity to visit USC and join the MCLab. USC campus is very beautiful. The students are all very smart and hard-working. The MCLab is a big family, where members frequently exchange ideas, share experiences and help each other. The atmosphere of active discussion is quite inspiring. Prof. Kuo is also very nice and students benefit from his prompt feedback and guidance. In addition, I think the arrangement of weekly seminar is very helpful, which provides me with a chance to know everyone’s research work. In general, I enjoy my time at MCLab very much.

 

3. What is your future expectation in MCLab?

The MCLab is known by its researches in image processing and computer vision. Some related techniques are widely used in various fields, including my previous research focus, medical and clinical applications. Therefore, [...]

By |November 23rd, 2014|News|Comments Off on Interview with Visiting Scholar Dr. Zhaojun Nie|