Automatic Cricket Highlight Generation Using Event-Driven and Excitement-Based Features

Pushkar Shukla, Hemant Sadana, Apaar Bansal, Deepak Verma, Carlos E. L. Elmadjian, Balasubramanian Raman, Matthew Turk

CVPRW 2018 pp. 1800-1808

doi:10.1109/CVPRW.2018.00233 /cvprw/2018/shukla2018cvprw-automatic/

Abstract

Producing sports highlights is a labor-intensive work that requires some degree of specialization. We propose a model capable of automatically generating sports highlights with a focus on cricket. Cricket is a sport with a complex set of rules and is played for a longer time than most other sports. In this paper we propose a model that considers both event-based and excitement-based features to recognize and clip important events in a cricket match. Replays, audio intensity, player celebration, and playfield scenarios are examples of cues used to capture such events. To evaluate our framework, we conducted a set of experiments ranging from user studies to a comparison analysis between our highlights and the ones provided by the official broadcasters. The general approval by users and the significant overlap between both kinds of highlights indicate the usefulness of our model in real-life scenarios.

CVPRW Semantic Scholar

Cite

Text

Shukla et al. "Automatic Cricket Highlight Generation Using Event-Driven and Excitement-Based Features." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2018. doi:10.1109/CVPRW.2018.00233

Markdown

[Shukla et al. "Automatic Cricket Highlight Generation Using Event-Driven and Excitement-Based Features." IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2018.](https://mlanthology.org/cvprw/2018/shukla2018cvprw-automatic/) doi:10.1109/CVPRW.2018.00233

BibTeX

@inproceedings{shukla2018cvprw-automatic,
  title     = {{Automatic Cricket Highlight Generation Using Event-Driven and Excitement-Based Features}},
  author    = {Shukla, Pushkar and Sadana, Hemant and Bansal, Apaar and Verma, Deepak and Elmadjian, Carlos E. L. and Raman, Balasubramanian and Turk, Matthew},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops},
  year      = {2018},
  pages     = {1800-1808},
  doi       = {10.1109/CVPRW.2018.00233},
  url       = {https://mlanthology.org/cvprw/2018/shukla2018cvprw-automatic/}
}