A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO
Abstract & Details
Research Area
Computer Engineering
Keywords
Machine Learning
TensorFlow
Keras
YOLO
CNN
OpenCV
Abstract
This paper aims to discuss about some project works that implements CNN with the help of TensorFlow, Keras and YOLO object detection and improvements in object detection. TensorFlow with Keras is a very famous machine learning system and used by various researchers in data classification areas. In TensorFlow computation is represented in the form of dataflow graphs. With the help of TensorFlow, Google’s library a complex computation can be performed very easily by representing them in the form of graph and efficiently mapping the graph parts to machine in the form of cluster. You Only Live Once (YOLO) is an effective real time object detection system. It considers object detection as a regression problem and finds the class probabilities for each of the bounding boxes.
Technology has advanced tremendously over the past century, everything starting from the Internet of Things (IoT) to machine learning and deep learning. CNN is used in various fields like medical, marine science and many other applications and has become a prominent domain of machine learning. Implementation of TensorFlow, Keras and YOLO object detection methods gives more accuracy, robustness and faster detection
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | MAHSHIYA V.M | IES COLLEGE OF ENGINEERING |
| 2 | MANJU V.M | IES COLLEGE OF ENGINEERING |
| 3 | Dr.G.Kiruthiga | IES COLLEGE OF ENGINEERING |
How to Cite
Use the following formats to cite this article in your research.
APA Style
V.M, MAHSHIYA, V.M, MANJU, & Dr.G.Kiruthiga (2022). A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO. International Journal of Advance Research and Innovative Ideas In Education, 8(4), 495-500.
MLA Style
V.M, MAHSHIYA, et al. "A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO." International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 4, 2022, pp. 495-500.
IEEE Style
MAHSHIYA V.M, MANJU V.M, and Dr.G.Kiruthiga, "A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO," International Journal of Advance Research and Innovative Ideas In Education, vol. 8, no. 4, pp. 495-500, 2022.
Vancouver Style
V.M MAHSHIYA, V.M MANJU, Dr.G.Kiruthiga. A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO. International Journal of Advance Research and Innovative Ideas In Education. 2022;8(4):495-500.
Harvard Style
V.M, MAHSHIYA, V.M, MANJU, & Dr.G.Kiruthiga (2022) 'A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO', International Journal of Advance Research and Innovative Ideas In Education, 8(4), pp. 495-500.
Chicago Style
V.M, MAHSHIYA, MANJU V.M, and Dr.G.Kiruthiga. "A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO." International Journal of Advance Research and Innovative Ideas In Education 8, no. 4 (2022): 495-500.
Turabian Style
V.M, MAHSHIYA, MANJU V.M, and Dr.G.Kiruthiga. "A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO." International Journal of Advance Research and Innovative Ideas In Education 8, no. 4 (2022): 495-500.
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