International Conference on Computer and Knowledge Engineering

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Soccer Video Event Detection Using Metric Learning

Authors :

Ali Karimi¹ Ramin Toosi² Mohammad Ali Akhaee³

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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