[資訊] 台灣大學徵求博後-資訊工程學系
Recruiting Postdoctoral Fellow (博後) for large-scale image/video learning
and machine intelligence, CMLab, National Taiwan University
Position Title: Postdoctoral Fellow
Organization Name: Department of Computer Science and Information
Engineering, National Taiwan University
Location: Taipei, Taiwan
[Description]
The prevalence of capture devices and the advent of media-sharing services
have drastically increased the sheer amount of image and video collections.
Here arise the strong needs for effective image/video analytics and machine
intelligence. We, MiRA Research Group in Communication and Multimedia Lab
(CMLab), NTU, have been devoted to large-scale image/video retrieval,
efficient indexing/hashing, visual recognition, social media mining, and
machine intelligence. We are moving from retrieval, recognition, to further
cognition (intelligence) and conducting joint learning with image/video,
text, geo-locations, and other modalities.
In the past three years, we have been working on numerous deep learning based
methods for large-scale image/video analytics and retrieval projects,
sponsored by leading industry partners (Microsoft Research, MediaTek, HTC,
Intel, IBM TJ Watson, etc.). We investigate effective CNN methods for
image/video applications such as image search, video event detection, face
recognition, facial/clothing attributes, image/video captioning, surveillance
applications, visual question and answering, etc. Especially, we devise
effective training strategies by leveraging web-scale data and scalable
learning algorithms compliant with mobile or IoT devices.
We aim for global impacts in the international research community. We have
been receiving prestigious international recognitions such as FIRST PLACE in
MSR-Bing Image Retrieval Challenge 2013 (hosted by Microsoft Research and
Bing), FIRST PRIZE in ACM Multimedia 2011 (by Yahoo!), ACM Multimedia 2014
Grand Challenge Multimodal Award (by IBM TJ Watson Research Center), ACM
Multimedia 2013 Grand Challenge Multimodal Award (by Microsoft), Microsoft
Research Asia Award 2009, 2012, 2014, and 2015 (with gift funds), ACM
Multimedia 2012 Doctoral Symposium Best Paper Award, Microsoft Research Asia
Fellowship 2012.
Our PhD alumni are internationally competitive and had received official
researcher/scientist offers from leading research institutions such as FX
Palo Alto Laboratory, IBM Spark Technology Center, GE Global Research,
Microsoft Research (Asia), etc. We hope the Postdoctoral Fellow can join our
research family and share the exciting opportunities.
[Opportunities for Postdoctoral Fellow]
- Working on advanced research problems in large-scale image/video analytics
and machine intelligence
- Leading and working with 20+ PhD/master/undergraduate students from NTU
CSIE, GINM, and EE
- Publications in top conferences (e.g., ACM Multimedia, SIGIR, CVPR, ICCV,
ECCV, AAAI, NIPS, etc.) and premier journals (e.g. IEEE TMM, TCSVT, etc.)
- Research visit to collaborative partners (e.g., NII Japan, Univ. of Tokyo,
Microsoft Research, etc.)
- Project coordination for industry-sponsored projects
- Numerous financial supports for top conference travels (as the co-authors)
- Working with global leading academic and industry partners
[Core Qualifications]
- PhD in Computer Science, Electrical Engineering, Math, or related fields
- Experience with various machine learning, data mining, optimization,
pattern recognition methods
- Passion for innovation in data intelligence
- Aiming for global impacts
[Administrative Issues]
- Onboard Time: immediate (now)
- Salary: MOST (科技部) standard + performance bonus (from industry grants)
Contacts: Prof. Winston Hsu <whsu@ntu.edu.tw>
Web: http://www.csie.ntu.edu.tw/~winston/
DBLP: http://goo.gl/0ut6GY
Google Scholar: https://goo.gl/FHCtT4
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