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UCSD Computer Vision

Oscar Beijbom, PhD

More info at: http://eecs.berkeley.edu/~obeijbom/
email: obeijbom@eecs.berkeley.edu

Biography

Please visit my website for more info.




Projects


Computer Vision Methods For Coral Reef Assessment

Across the world, coral reefs, with their delicate ecological balance, are suffering from the effects of climate change and pollution. In order to influence decisions makes to take action, accurate large scale monitoring systems need to be in place. With the proliferation of digital cameras and a...




Publications


2016
Beijbom O., Treibitz T., Kline D.I., Eyal G., Khen A., Neal B., Loya Y., Mitchell G.B., Kriegman D., "Improving Automated Annotation of Benthic Survey Images Using Wide-band Fluorescence", Nature, March, 2016. [www] [BibTex]
2015
Beijbom O., Edmunds P.J., Roelfsema C., Smith J., Kline D.I., Neal B.P., Dunlap M.J., Moriarty V., Fan T., Tan C., Chan S., Treibitz T., Gamst A., Mitchell G.B., Kriegman D., "Towards automated annotation of benthic survey images: Variability of human experts and operational modes of automation", PloS one, July, 2015. [www] [BibTex]
Beijbom O., Joshi N., Morris D., Saponas S., Khullar S., "Menu-Match: Restaurant-Specific Food Logging from Images", Winter Conference on Applications of Computer Vision (WACV), 2015. [www] [BibTex]
Treibitz T., Neal B.P., Kline D.I., Beijbom O., Roberts P.L D., Mitchell G.B., Kriegman D., "Wide Field-of-View Fluorescence Imaging of Coral Reefs", Scientific Reports, 2015. [www] [BibTex]
2014
Beijbom O., Saberian M., Vasconcelos N., Kriegman D., "Guess Averse Loss Functions For Cost-Sensitive Multiclass Boosting", International Conference on Machine Learning (ICML), Beijing, 2014. [BibTex][pdf, (extended) pdf]
2013
Branson S., Beijbom O., Belongie S., "Efficient Large-Scale Structured Learning", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Portland, OR, June, 2013. [BibTex][pdf]
Treibitz T., Neal B.P., Kline D.I., Beijbom O., Roberts P.L D., Mitchell G.B., Kriegman D., "Wide Field-of-View Daytime Fluorescence Imaging of Coral Reefs", IEEE Oceans, 2013. [www] [BibTex][pdf]
2012
Beijbom O., "Domain Adaptation for Computer Vision Applications", Tech Report: University of California, San Diego, June, 2012. [BibTex][pdf]
Beijbom O., Edmunds P.J., Kline D.I., Mitchell G.B., Kriegman D., "Automated Annotation of Coral Reef Survey Images ", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Providence, Rhode Island, June, 2012. [BibTex][pdf]
2007
Beijbom O., " Single image focus level assessment using Support Vector Machines", Department of Mathematics, Lund, Lund University, pp. 57, 05/2007. [BibTex][pdf]