International Conference on Computer and Knowledge Engineering

Home / 12th International Conference on Computer and Knowledge Engineering

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.

List of archived papers

A Genetic-based Fusion Approach of Persian and Universal Phonetic results for Spoken Language Identification

Ashkan Moradi - Yasser Shekofteh - Saeed Zarei

Generating Hand-Written Symbols With Trajectory Planning Using A Robotic Arm

Arya Parvizi - Armin Salimi-Badr

Optimizing Text-Based Protocol Clustering in Reverse Engineering with Auto-Encoders and Fine-Tuned Parameters

Shiva Mahmoudzadeh - Mohaddese Nemati - Mehdi Teimouri

Standardized ReACT Logits: An Effective Approach for Anomaly Segmentation in Self-driving Cars

Mahdi Farhadi - Seyede Mahya Hazavei - Shahriar Baradaran Shokouhi

Link Prediction for Recommendation based on Complex Representation of Items Similarities

Masoumeh Alinia - Seyed Mohammad Hossein Hasheminejad - Hadi Shakibian

Graph Attention Networks for Modeling Multi-Sensor Relationships in Early Prediction of Critical Events in ICU Patients

Amir Akhavan Saffar - Danial Eskandari Faruji - Javad Hamidzadeh

A Survey on Semi-Automated and Automated Approaches for Video Annotation

Samin Zare - Mehran Yazdi

WBT-GAN:Wavelet based Generative Adversarial Network for Texture Synthesis

Sara Saberi moghadam - Reza Azmi - Maral Zarvani

Data-Optimized Dry Rock Property Prediction Using Ensemble and Kernel-Based ML Methods

Esmael Makarian - Hassanreza Ghasemitabar - Alireza Behinrad - Mahdi Fathi - Andisheh Alimoradi - Ayub Elyasi

Optimizing the controller placement problem in SDN with uncertain parameters with robust optimization

Mohammad Kazemi - AhmadReza Montazerolghaem

more

Samin Hamayesh - Version 43.7.0