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12th International Conference on Computer and Knowledge Engineering
Soccer Video Event Detection Using Metric Learning
Authors :
Ali Karimi
1
Ramin Toosi
2
Mohammad Ali Akhaee
3
1- University of Tehran
2- University of Tehran
3- University of Tehran
Keywords :
Event Detection،Soccer Analysis
Abstract :
This paper addresses the problem of event detection in soccer videos. We Introduced a new dataset named SoccerEvent. SoccerEvent is a video dataset for event detection in soccer. Also, We present a new architecture based on a convolutional neural network(CNN)-gated recurrent unit(GRU) for event detection in soccer. The proposed method employs metric learning with contrastive loss. The proposed method is evaluated using SoccerNetV1 and SoccerEvent Datasets. Results show that the proposed method outperforms state-of-the-art methods in terms of accuracy.
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