CRICKET SHOT DETECTION FROM VIDEOS

被引:0
作者
Semwal, Archit [1 ]
Mishra, Durgesh [1 ]
Raj, Vineet [2 ]
Sharma, Jayanta [2 ]
Mittal, Ankush [2 ]
机构
[1] Coll Engn Roorkee, Roorkee, Uttar Pradesh, India
[2] Graph Era Univ, Dehra Dun, Uttar Pradesh, India
来源
2018 9TH INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING TECHNOLOGIES (ICCCNT) | 2018年
关键词
Cricket shot detection; Machine vision; Image analysis; Pattern analysis; Neural networks; Support vector machines;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Classifying various type of bat strokes played in a cricket match has always been an arduous undertaking while indexing the cricket sport. Identifying the type of shot played by the batsman in a cricket match is a substantial aspect as well as one of the unplumbed subjects in this domain. This paper proposes a novel scheme to recognize and classify different types of bat shots played in cricket. The model relies on the state-of-the-art techniques like saliency and optical flow to bring out static and dynamic cues and on Deep Convolutional Neural Networks (DCNN) for extracting representations. Moreover, a completely new dataset of 429 videos, has been introduced to evaluate the performance of the proposed framework. The model achieves an accuracy of 83.098% for three classes of right-handed shots and 65.186% for three classes of left-handed shots.
引用
收藏
页数:6
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