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Title: :  Deep Convolutional Neural Networks for Real Time Object Recognition
PaperId: :  11014
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 5 Issue 6 2019
DUI:    16.0415/IJARIIE-11014
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Jaiswal ShrutiSilver Oak College of Engineering & Technology
keyur shahSilver Oak College of Engineering & Technology

Abstract

Machine learning
Object detection, YOLO, Convolution neural networks, deep learning, non-GPU, Camera.
This paper focuses on Object recognition using YOLO, a real-time object detection model developed to run on portable devices such as a laptop or web camera. The model was first trained on the dataset then on the COCO dataset, when we look at the old .5 IOU mAP detection metric YOLOv3 is quite good. This paper presents a new Object detection method based on transfer learning and sample enhancement under the framework of YOLO network. This method takes full advantages of the real-time feature of YOLO, as well as the enhancement of the generalization ability brought by transfer learning and sample enhancements.

Citations

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IJARIIE Jaiswal Shruti, and keyur shah. "Deep Convolutional Neural Networks for Real Time Object Recognition" International Journal Of Advance Research And Innovative Ideas In Education Volume 5 Issue 6 2019 Page 412-417
MLA Jaiswal Shruti, and keyur shah. "Deep Convolutional Neural Networks for Real Time Object Recognition." International Journal Of Advance Research And Innovative Ideas In Education 5.6(2019) : 412-417.
APA Jaiswal Shruti, & keyur shah. (2019). Deep Convolutional Neural Networks for Real Time Object Recognition. International Journal Of Advance Research And Innovative Ideas In Education, 5(6), 412-417.
Chicago Jaiswal Shruti, and keyur shah. "Deep Convolutional Neural Networks for Real Time Object Recognition." International Journal Of Advance Research And Innovative Ideas In Education 5, no. 6 (2019) : 412-417.
Oxford Jaiswal Shruti, and keyur shah. 'Deep Convolutional Neural Networks for Real Time Object Recognition', International Journal Of Advance Research And Innovative Ideas In Education, vol. 5, no. 6, 2019, p. 412-417. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Networks_for_Real_Time__Object_Recognition_ijariie11014.pdf (Accessed : 12 December 2019).
Harvard Jaiswal Shruti, and keyur shah. (2019) 'Deep Convolutional Neural Networks for Real Time Object Recognition', International Journal Of Advance Research And Innovative Ideas In Education, 5(6), pp. 412-417IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Networks_for_Real_Time__Object_Recognition_ijariie11014.pdf (Accessed : 12 December 2019)
IEEE Jaiswal Shruti, and keyur shah, "Deep Convolutional Neural Networks for Real Time Object Recognition," International Journal Of Advance Research And Innovative Ideas In Education, vol. 5, no. 6, pp. 412-417, Nov-Dec 2019. [Online]. Available: https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Networks_for_Real_Time__Object_Recognition_ijariie11014.pdf [Accessed : 12 December 2019].
Turabian Jaiswal Shruti, and keyur shah. "Deep Convolutional Neural Networks for Real Time Object Recognition." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 5 number 6 (12 December 2019).
Vancouver Jaiswal Shruti, and keyur shah. Deep Convolutional Neural Networks for Real Time Object Recognition. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2019 [Cited : 12 December 2019]; 5(6) : 412-417. Available from: https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Networks_for_Real_Time__Object_Recognition_ijariie11014.pdf
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