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Title: :  A SURVEY ON OBJECT DETECTION TECHNIQUES USING TENSORFLOW, KERAS AND YOLO
PaperId: :  17712
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 8 Issue 4 2022
DUI:    16.0415/IJARIIE-17712
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
MAHSHIYA V.MIES COLLEGE OF ENGINEERING
MANJU V.MIES COLLEGE OF ENGINEERING
Dr.G.KiruthigaIES COLLEGE OF ENGINEERING

Abstract

Computer Engineering
Machine Learning, TensorFlow, Keras, YOLO , CNN, OpenCV
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

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IJARIIE 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 Volume 8 Issue 4 2022 Page 495-500
MLA 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 8.4(2022) : 495-500.
APA MAHSHIYA V.M, MANJU V.M, & 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.
Chicago 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 8, no. 4 (2022) : 495-500.
Oxford 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, 2022, p. 495-500. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/A_SURVEY_ON_OBJECT_DETECTION_TECHNIQUES_USING_TENSORFLOW__KERAS_AND_YOLO_ijariie17712.pdf (Accessed : 10 October 2022).
Harvard MAHSHIYA V.M, MANJU V.M, and 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. 495-500IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/A_SURVEY_ON_OBJECT_DETECTION_TECHNIQUES_USING_TENSORFLOW__KERAS_AND_YOLO_ijariie17712.pdf (Accessed : 10 October 2022)
IEEE 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, Jul-Aug 2022. [Online]. Available: http://ijariie.com/AdminUploadPdf/A_SURVEY_ON_OBJECT_DETECTION_TECHNIQUES_USING_TENSORFLOW__KERAS_AND_YOLO_ijariie17712.pdf [Accessed : 10 October 2022].
Turabian 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 [Online]. volume 8 number 4 (10 October 2022).
Vancouver 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 [Internet]. 2022 [Cited : 10 October 2022]; 8(4) : 495-500. Available from: http://ijariie.com/AdminUploadPdf/A_SURVEY_ON_OBJECT_DETECTION_TECHNIQUES_USING_TENSORFLOW__KERAS_AND_YOLO_ijariie17712.pdf
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