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soccer video event detection based on deep learning

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Soccer Video Event Detection Based on Deep Learning ...

Event detection is an important aspect of soccer game research. In this paper, we propose a model that is able to detect events in long soccer games with a single pass through the video. Combined with replay detection, we generate story clips, which contain more complete temporal context, meeting audiences’ needs.

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Soccer Event Detection Using Deep Learning | DeepAI

Soccer Event Detection Using Deep Learning. 02/08/2021 ∙ by Ali Karimi, et al. ∙ University of Tehran ∙ 0 ∙ share. Event detection is an important step in extracting knowledge from the video. In this paper, we propose a deep learning approach to detect events in a soccer match emphasizing the distinction between images of red and yellow cards and the correct detection of the images of selected events from other images.

Automatic Soccer Video Event Detection Based on a Deep Neural ...

Automatic Soccer Video Event Detection Based on a Deep Neural Network Combined CNN and RNN. Abstract:Soccer video semantic analysis has attracted a lot of researchers in the last few years. Many methods of machine learning have been applied to this task and have achieved some positive results, but the neural network method has not yet been used to this task from now.

Learning Deep C3D Features For Soccer Video Event Detection ...

Learning Deep C3D Features For Soccer Video Event Detection Abstract: Soccer video event identification has been an interesting task in research community during past few decades. Numerous machine learning techniques and C2D (Convolution 2-dimensional) have been used for this problem, but C3D has not been implemented for this task.

(PDF) Soccer Event Detection Using Deep Learning

This paper presents a novel deep learning approach for 2D ball detection and tracking (DLBT) in soccer videos posing various challenges. A new 2-stage buffer median filtering background modelling...

[PDF] Soccer Event Detection Using Deep Learning | Semantic ...

Event detection is an important step in extracting knowledge from the video. In this paper, we propose a deep learning approach to detect events in a soccer match emphasizing the distinction between images of red and yellow cards and the correct detection of the images of selected events from other images.

(PDF) Soccer Event Detection - researchgate.net

Event detection is an important step in extracting knowledge from the video. In this paper, we propose a deep learning approach to detect events in a soccer match emphasizing the distinction ...

Visual Reasoning on Complex Events in Soccer Videos Using ...

Visual Reasoning on Complex Events in Soccer Videos Using ASP Khan, Bozzato, Sera ni and Lazzerini 3 Related Work Object detection in videos aims to detect objects belonging to a pre-de ned class and localize them with bounding boxes in a given video stream [30]. Object detectors based on bounding boxes have seen a steady improvement over the years.

Detecting anomalous events in videos by learning deep ...

This paper introduced a novel unsupervised learning approach for video anomaly detection based on deep learning architectures. The proposed AMDN method is based on multiple SDAEs for learning both appearance and motion representations of activities in a video scene. A double fusion scheme is designed to combine the learned feature representations.

(PDF) Deep learning in sport video analysis: a review ...

Jiang et al. [38] introduce deep learning based automatic soccer video event detection by using CNN and RNN. This paper focused on 4 types of event which are goal, goal attempt, corner and card. CNN model was used to extract image features. And RNN structure was used to capture temporal relation.