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

CSI-Based Human Activity Recognition using Convolutional Neural Networks

Parisa Fard Moshiri - Mohammad Nabati - Reza Shahbazian - Seyed Ali Ghorashi

Identifying novel disease genes based on protein complexes and biological features

Mahshad Hashemi - Eghbal Mansoori

Enhanced Skin Cancer Classification Using Deep Learning and Gradient Boosting Techniques

Amir Mohammad Sharafaddini - Najme Mansouri

Averting Mode Collapse for Generative Zero-Shot Learning

Shayan Ramazi - Setare Shabani

Deep Learning Feature Extraction for COVID-19 Detection Algorithm using Computerized Tomography Scan

Maisarah Mohd Sufian - Ervin Gubin Moung - Chong Joon Hou - Ali Farzamnia

Automatic Infrared-Based Volume and Mass Estimation System for Agricultural Products

Seyed Muhammad Hossein Mousavi - S. Muhammad Hassan Mosavi

Dynamic Knowledge Enhanced Neural Fashion Trend Forecasting with Quantile Loss

Fatemeh Rooholamini - Reza Azmi - Mobina Khademhossein - Maral Zarvani

An Overview of Regression Methods in Early Prediction of Movie Ratings

Houmaan Chamani - Zhivar Sourati Hassanzadeh - Behnam Bahrak

Real-Time Forecasting Using Mixed Frequency Time-Series Data

Armin Khayati - Mohammad Taheri - Koorush Ziarati

Sports News Summarization Using Ensebmle Learning

Moein Sartakhti.salimi@gmail.com - Mohammad Javad Maleki Kahaki - Ahmad Yoosofan - Seyyed Vahid Moravvej

more

Samin Hamayesh - Version 42.4.1