News

Welcome MCL New Member Zhiyao Luo

Could you briefly introduce yourself and your research interests?

My name is Zhiyao Luo. I am a 1st year M.S. student in the program of EE general and join the MCL lab at USC for summer intern. I received my bachelor’s degree of engineering in Xi’an Jiaotong University of China. I have the background of machine learning and signal processing theory and I have some research background on classification and optimization problems. I have a passion for understanding models and algorithms in the field of computer vision by applying them to solve realistic problems.

What is your impression about MCL and USC?

I was deeply impressed by the school’s full consideration of students from different cultural backgrounds and I believe that USC can offer me plenty opportunities and  resource that I need. The first time I know about MCL is in EE569 course because most of TAs and graders in that course are members in MCL and the professionalism and rigor of MCL have been widely recognized in our class since then. It is my first week in MCL, I find that all the works are organized well and efficient, it makes me believe that I will gain a lot from MCL.

What is your future expectation and plan in MCL?

I hope I can help to finish some meaningful work in this summer and learn from other outstanding members in MCL. For my own career planning, I want to get familiar with the pace of academic research in MCL. If I think this kind of work is suitable for me and I believe that I will be able to achieve valuable result, I will try to get a chance to continue my academic career in [...]

By |July 19th, 2020|News|Comments Off on Welcome MCL New Member Zhiyao Luo|
  • Permalink Gallery

    Saak transform paper received 2020 JVCI best paper runner-up (2nd place) award

Saak transform paper received 2020 JVCI best paper runner-up (2nd place) award

The Journal of Visual Communication and Image Representation has just announced the 2020 best paper award winner and runner-up:

Winner: A robust technique for copy-move forgery detection and localization in digital images via stationary wavelet and discrete cosine transform, Mahmood, T., Mehmood, Z., Shah, M., Saba, T.
Runner-up: On data-driven Saak transform, Jay Kuo, C.-C., Chen, Y.

According to the EiC of the journal, the selection process is outlined below:

The committee members checked all papers in 2018 and 2019 and nominated 13 papers.

Each of the 13 papers were evaluated and scored by three committee members on a scale of 1 to 10.
There were 4 papers with approximately similar score. All committee members were given the opportunity to vote for the top.
After voting, the best paper and runner up were selected.
All members supported the above winner and runner-up.

 

It is a great honor that MCL received the JVCI best paper and runner-up awards in three years in a row.

The 2020 Best Paper Award Runner-up for the Journal of Visual Communication and Image Representation.
C.-C. Jay Kuo and Yueru Chen, “On data-driven Saak transform,” the Journal of Visual Communication and Image Representation, Vol. 50, pp. 237-246, January 2018.

The 2019 Best Paper Award Runner-up for the Journal of Visual Communication and Image Representation.
Ronald Salloum, Yuzhou Ren and C.-C. Jay Kuo, “Image splicing localization using a multi-task fully convolutional network (MFCN),” the Journal of Visual Communication and Image Representation, Vol. 51, pp. 201-209, February 2018.

The 2018 Best Paper Award from the Journal of Visual Communications and Image Representation.
C.-C. Jay Kuo, “Understanding convolutional neural networks with a mathematical model,” the Journal of Visual Communication and [...]

By |July 11th, 2020|News|Comments Off on Saak transform paper received 2020 JVCI best paper runner-up (2nd place) award|

Welcome MCL New Member Jiesi Hu

Could you briefly introduce yourself and your research interests?

I am an EE master student in Viterbi. I just finished my first year of master’s. I get my bachelor’s degree from the electronic college in Nanjing University of Posts and Telecommunications. I like playing tennis, badminton, table tennis and jogging. I also joined the tennis club at USC. My area of interest is machine learning and signal processing. The topic I want to study is video tracking which I think is a very useful technique.

What is your impression about MCL and USC?

I think the members of MCL is very kind. They are always willing to help me when I have questions about the course. They spend lots of time explaining until I fully understand. Besides, I think Professor Kuo is a good manager. Professor Kuo personally guides everyone, and all members of MCL has clear goals and tasks.

What is your future expectation and plan in MCL?

I hope I can work hard and learn more about video tracking and machine learning. I want to have a deeper insight into them. I know I am too naïve now both in experience and knowledge, so I want to learn how to do research and academic report. If possible, I also want to make some contribution to MCL. In the future, I would like to become a PhD student.

By |July 5th, 2020|News|Comments Off on Welcome MCL New Member Jiesi Hu|

Welcome MCL New Member Ganning Zhao

Could you briefly introduce yourself and your research interests?

My name is Ganning Zhao. I was born in Weifang, China. This is my first semester here in USC, pursuing master’s degree on Electrical Engineering. I graduated from Guangdong University of Technology, majoring in automation. In my undergraduate, I did a project about audio signal processing using convolutional neural network with my friends and I became interested in signal processing and machine learning since then. My current research interest is image processing and computer vision.

What is your impression about MCL and USC?

I like the campus of USC, because the buildings are beautiful. Particularly, there are many libraries in USC and many of them are exquisite. People in MCL are intelligent and work very hard. I’m also impressed that they are very nice and always willing to help with each other. Professor Kuo is also very nice and caring about everyone in lab. I like the atmosphere here in MCL.

What is your future expectation and plan in MCL?

My research topic in this summer is texture synthesis. I hope I can do a good job in this topic. More importantly, because everyone in MCL are intelligent, I hope I can learn a lot from them during communication and improve my research ability. Also, I want to make more friends here in MCL.

By |June 28th, 2020|News|Comments Off on Welcome MCL New Member Ganning Zhao|

Welcome MCL New Member Jiamian Wang

Could you briefly introduce yourself and your research interests?

I’m Jiamian Wang, a graduate student of USC Ming Hsieh Department of Electrical and Computer Engineering. I got my bachelor’s degree at Tianjin University, China. My research interests are computer vision and image processing. I participated in the projects of doing image semantic segmentation, doing outlier-detection using CNNs and creating the image generating models. I’m interested in exploring the mathematical logits behind different algorithms.

What is your impression about MCL and USC?

USC provides many high-quality courses for us, from which I got a solid basis and rich experience.  Also, the community provides us with many chances and platforms, through which we share information and communicate with each other effectively. Because of this I know MCL, in which a new theory about computer vision has been proposed and explored. I’m honored to join the MCL and work with the excellent students and professors here.

What is your future expectation and plan in MCL?

Computer vision and image processing is my long-time interest and MCL is the excellent lab specialized for this. For this reason, I want to take this chance and devote as much time and effort onto my work as I can. Hopefully, summer intern is a good start for me and in the future, I want to be one of the formal members of MCL as a PhD student.

By |June 21st, 2020|News|Comments Off on Welcome MCL New Member Jiamian Wang|

Welcome MCL New Member Zheng Wen

Could you briefly introduce yourself and your research interests?

My name is Zheng Wen, I’m currently pursuing my Master’s degree at USC in Electrical Engineering. I received my Bachelor’s degree in Beihang University, Beijing, China. I’m very curious in math and programming. I found it interesting to do something related matrix and machine learning, so I’m very glad that I Professor Kuo could give me this opportunity to join MCL and dive deeper in image processing, computer vision and machine learning.

What is your impression about MCL and USC?

This is my first year in USC, I found the campus is very beautiful even though kind of small. Leavey Library is a good place to study when we are struggling for the final exams of a semester. I really enjoy the American Chinese cuisine offered by the canteen. MCL is a big family. I get to know the members in MCL by EE569, Professor Kuo is an expert in multimedia, and his understanding in deep learning impressed me a lot. TAs are very experience in image processing and willing to help us.

What is your future expectation and plan in MCL?

In MCL, I want to do some project in image forensics with the help of Yao, learn more about image processing and machine learning, also sharpen my programming skills and make some progress to the domain. I will try my best to get involved in MCL and make friends with everyone.

By |June 14th, 2020|News|Comments Off on Welcome MCL New Member Zheng Wen|

Welcome MCL New Member Zhiwei Deng

Could you briefly introduce yourself and your research interests?

My name is Zhiwei Deng, I am a first year MSEE student at USC. I came from Anhui, China. I received my bachelor’s degree from Shanghai University in 2019. I had some experience in computer vision and machine learning fields during my undergraduate years. In this summer, I will continue to work on these areas, specifically on the topic of 3D point cloud classification and segmentation.

What is your impression about MCL and USC?

USC has a beautiful campus and serious research environment. I really enjoy both the natural views of the campus and the historical buildings with red bricks. I think MCL is a lab with creativity and courage. Old things are challenged, and new things are created here. I think mathematics and logics are quite important for the members of MCL. Also, I feel very honored and motivated to work new things out with these excellent people.

What is your future expectation and plan in MCL?

The most important thing of this summer for me is to have a clearer view in this field and have a deeper understand in certain topics in image processing. Also, I hope I can contribute to some projects during the internship. For the future career plan, I want to dig deeper in these areas in the future and pursue a higher level of academic degree.

By |June 7th, 2020|News|Comments Off on Welcome MCL New Member Zhiwei Deng|

Welcome MCL New Member Chengyao Wang

1. Could you briefly introduce yourself and your research interests?

My name is Chengyao Wang and I’m currently pursuing a M.S. degree in Electrical Engineering here at USC. Prior to that, I received my B.S. in Automation from Zhejiang University in 2018. With my interest lying in machine learning and computer vision, I’m now working on a summer intern project regarding classification and segmentation of medical images under the guidance of Prof. Kuo. I believe it will be a good starting point of exploring this intriguing area.

 

2. What is your impression about MCL and USC?

USC is well known for its academic achievements and strong alumni network, and it sure is. Everyone I met here is full of passion about what they’re doing and seems to be always ready to help others. MCL is such a dynamic and cohesive group, where everyone here could get a chance & full support to dig into their own areas of interest. Prof. Kuo is a respected expert with profound domain knowledge as well as a supportive instructor who knows well how to guide students and group people.

 

3. What is your future expectation and plan in MCL?

At this point, I would hope my current project goes on well and treat it with full devotion. I also want to connect with more people at MCL as a newcomer and blend into this warm and big family. Frankly speaking, I don’t have a clear vision for the future yet, but I believe I’ll stick to what I feel is interesting and make some differences.

By |May 31st, 2020|News|Comments Off on Welcome MCL New Member Chengyao Wang|

Welcome MCL New Member Yaqi Shao

1. Could you briefly introduce yourself and your research interests?

My name is Yaqi Shao. I graduated from Zhejiang Gongshang University with a B.S. degree in Computer Science and Technology. Now, I am pursuing a master’s degree in Computer Science at University of Southern California. I joined Media Communications Lab as an intern in Spring 2020. In the past, my research experience concentrates on image processing like image defogging and image enhancement. In MCL, I think I will have an opportunity to broaden my experience including face recognition and deep learning.

2. What is your impression about MCL and USC?

USC is an internationally renowned research university and rank in top 5% of the country for EE program. The Viterbi school focus on technology and help students becoming the specialist in their field. I took EE569 as an elective course under the instruction of Prof. Kuo whose hard-working and persistent spirit impressed me deeply. All the members in MCL takes continuous effort, working in groups to help each other.

3. What is your future expectation and plan in MCL?

I will continue working on face recognition and deep learning this summer with the group. As a new intern, I think I will learn a lot from Prof. Kuo and the PhD students not only in research methods but also in work methodology. I am very interested with image processing and deep learning and hope to experience related research more.

By |May 24th, 2020|News|Comments Off on Welcome MCL New Member Yaqi Shao|

Welcome MCL New Member Vasileios Magoulianitis

1. Could you briefly introduce yourself and your research interests?

My name is Vasileios Magoulianitis and I was born in Athens, Greece. I joined Viterbi School of USC in Spring 2020, pursuing a Master’s degree on Machine Learning and Data Science. I graduated from the Electrical Engineering department at the University of Thessaly, receiving my bachelor’s degree with honors. At that time, my research interests were focused on video compression and its efficient implementations. The last year of my undergraduate studies, I interned at Irida Labs s.a., where I had my first experience with image processing and computer vision algorithms. Before joining USC, I had been working as a research assistant for the Centre of Research and Technology Hellas (CERTH), participating in EU-funded projects. My current research interests revolve around image processing and computer vision, as well as machine learning.

 

2. What is your impression about MCL and USC?

Since my first days in MCL, I have been impressed about the atmosphere exists in the lab. It maintains a multi-cultural environment that brings together highly talented students with different backgrounds. The knowledge sharing quality is at top level and there exists an underlying energy that pushes everyone to achieve at his top potentials. The learning curve of students in MCL grows really fast, since everyone is willing to help each other and to share his research ideas and suggestions. Professor Kuo collaborates and communicates firmly with his students, showing that he cares about the people in his lab. I would like to take this chance to express my gratitude to him for giving me the chance to work in such a reputable lab. USC and MCL is the right place to carry out research and explore also [...]

By |May 17th, 2020|News|Comments Off on Welcome MCL New Member Vasileios Magoulianitis|