Fast Moving Object Detection Using Trajectory based Estimation

Fast Moving Object Detection Using Trajectory based Estimation

Registration ID: IJNRD_200582

Published ID: IJNRD2306615

DOI: Click Here to Get

Chandana N , Ashwas Ajay , Bhargav Urs S , Deeksha H T , Dr. Nandini N

YOLOv8, Deep Learning, Tiny Object Detection, Cricket Ball Tracking, Sports AI, Trajectory Estimation

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.

Published Paper   E-Certificate

"Fast Moving Object Detection Using Trajectory based Estimation", IJNRD - INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT (www.IJNRD.org), ISSN:2456-4184, Vol.8, Issue 6, page no.g130-g137, June-2023, Available :https://ijnrd.org/papers/IJNRD2306615.pdf

Volume 8 Issue 6, June-2023

Pages : g130-g137

Paper Reg. ID: IJNRD_200582

Published Paper Id: IJNRD2306615

Downloads: 000121135

Research Area: Engineering

Country: Bengaluru, Karnataka, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2306615.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2306615

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

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

Publisher: IJNRD (IJ Publication) Janvi Wave

This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition

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