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INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016 Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI) |
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| Paper Title: | Fast Moving Object Detection Using Trajectory based Estimation |
| Authors Name: | Chandana N , Ashwas Ajay , Bhargav Urs S , Deeksha H T , Dr. Nandini N |
| Download E-Certificate: | Download |
| Author Reg. ID: |
IJNRD_200582
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| Published Paper Id: | IJNRD2306615 |
| Published In: | Volume 8 Issue 6, June-2023 |
| DOI: | |
| Abstract: | The goal of this research is to create a reliable trajectory-based estimating system for fast-moving object detection. Utilizing the YOLOv8 model to find, track, and estimate the trajectory of a cricket ball in low-resolution MP4 footage taken with a smartphone is the specific goal. The output consists of a reconstructed MP4 movie that follows the ball precisely and shows its trajectory path as a series of dots in each frame. The dataset utilized is made up of 18,000 1920x1080 resolution frames. Each frame is annotated by utilizing the "makesense.ai" website to build a bounding box around the cricket ball and name it as a "ball". The YOLOv8 model has a mean average precision (mAP) of 99.1%, precision of 98.5%, and recall of 96.9% after being trained for 114 epochs with a batch size of 16. Additionally, a user-friendly interface makes it simple for users to choose and upload movies for prediction. With a focus on determining the trajectory of cricket balls, this study seeks to offer an efficient method for the precise identification and tracking of swiftly moving objects. |
| Keywords: | YOLOv8, Deep Learning, Tiny Object Detection, Cricket Ball Tracking, Sports AI, Trajectory Estimation |
| Cite Article: | "Fast Moving Object Detection Using Trajectory based Estimation", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.8, Issue 6, page no.g130-g137, June-2023, Available :http://www.ijnrd.org/papers/IJNRD2306615.pdf |
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| ISSN: |
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016 An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator |
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Published Paper ID:IJNRD2306615 Registration ID: 200582 Published In: Volume 8 Issue 6, June-2023 DOI (Digital Object Identifier): Page No: g130-g137 Country: Bengaluru, Karnataka, India Research Area: Engineering Publisher : IJ Publication Published Paper URL : https://www.ijnrd.org/viewpaperforall?paper=IJNRD2306615 Published Paper PDF: https://www.ijnrd.org/papers/IJNRD2306615 |
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ISSN: 2456-4184
Impact Factor: 8.76 and ISSN APPROVED
Journal Starting Year (ESTD) : 2016
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