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 Read Best student paper award (silver medal)
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Paper titled "Abnormal Event Detection in Videos using Generative Adversarial Nets" by Mahdyar Ravanbakhsh, Moin Nabi, Enver Sangineto, Lucio Marcenaro, Carlo Regazzoni, Nicu Sebe won the silver medal for the best student paper award at (ICIP 2017) 2017 IEEE International Conference on Image Processing in Beijing, China

Congratulation to our PhD student Mahdyar Ravanbakhsh!
Mahdyar Ravanbakhsh receiving the award

M. Ravanbakhsh, M. Nabi, E. Sangineto, L. Marcenaro, C.S. Regazzoni, and N. Sebe, "Abnormal Event Detection in Videos using Generative Adversarial Nets", 24th IEEE International Conference on Image Processing (ICIP). 17-20 September 2017, Beijing, ChinaPDF



Abstract: In this paper we address the abnormality detection problem in crowded scenes. We propose to use Generative Adversarial Nets (GANs), which are trained using normal frames and corresponding optical-flow images in order to learn an internal representation of the scene normality. Since our GANs are trained with only normal data, they are not able to generate abnormal events. At testing time the real data are compared with both the appearance and the motion representations reconstructed by our GANs and abnormal areas are detected by computing local differences. Experimental results on challenging abnormality detection datasets show the superiority of the proposed method compared to the state of the art in both frame-level and pixel-level abnormality detection tasks.





Posted Tuesday 19 September 2017 - 15:53 (read 0 times)

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New accepted papers:

M. Ravanbakhsh, M. Nabi, E. Sangineto, L. Marcenaro, C.S. Regazzoni, and N. Sebe, "Abnormal Event Detection in Videos using Generative Adversarial Nets", 24th IEEE International Conference on Image Processing (ICIP). 17-20 September 2017, Beijing, China

D. Campo, M. Baydoun, L. Marcenaro, and C.S. Regazzoni, "Task-dependent saliency estimation from trajectories of agents in video sequences", 24th IEEE International Conference on Image Processing (ICIP). 17-20 September 2017, Beijing, China

M.O. Mughal, L. Marcenaro, and C.S. Regazzoni, "Energy Detection in Multi-user Relay Networks", Wireless Personal Communications (2017): 1-10

A. Mazzú, P. Morerio, L. Marcenaro, C.S. Regazzoni, "A Cognitive Control-inspired approach to Object Tracking", IEEE Transactions on Image Processing

V. Bastani, L. Marcenaro, C.S. Regazzoni, "Online Nonparametric Bayesian Activity Mining and Analysis From Surveillance Video", IEEE Transactions on Image Processing


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