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Title: :  EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM
PaperId: :  22928
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22928
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Yamuna SBannari Amman Institute of Technology
Gayathri KBannari Amman Institute of Technology
Srimathi TBannari Amman Institute of Technology
Anbu ThuranBannari Amman Institute of Technology
Jayavishnusivam RBannari Amman Institute of Technology

Abstract

Computer Engineering
Birds, EfficientNet, CNN, Identification, Monitor
The birds have been with us for many years. There are many disasters happening at every moment that lead to the disturb survival of birds. Considering as a friend it is our duty to save them and make their life possible on the Earth. Convolutional Neural Networks (ConvNets) are typically developed with a fixed resource budget and then scaled up for improved accuracy if more resources are available. In this paper, we investigate model scaling systematically and discover that carefully balancing network depth, width, and resolution can lead to improved performance. Based on this observation, we propose a new scaling method that uses a simple yet highly effective compound coefficient to uniformly scale all depth/width/resolution dimensions. We show how effective this method is for scaling up MobileNets and ResNet.

Citations

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IJARIIE Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R. "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 1972-1975
MLA Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R. "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 1972-1975.
APA Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, & Jayavishnusivam R. (2024). EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 1972-1975.
Chicago Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R. "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 1972-1975.
Oxford Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R. 'EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 1972-1975. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/EFFICIENTNET_ENHANCED_AVIAN_SPECIES_IDENTIFICATION_AND_MONITORING_SYSTEM_ijariie22928.pdf (Accessed : ).
Harvard Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R. (2024) 'EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 1972-1975IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/EFFICIENTNET_ENHANCED_AVIAN_SPECIES_IDENTIFICATION_AND_MONITORING_SYSTEM_ijariie22928.pdf (Accessed : )
IEEE Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R, "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 1972-1975, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/EFFICIENTNET_ENHANCED_AVIAN_SPECIES_IDENTIFICATION_AND_MONITORING_SYSTEM_ijariie22928.pdf [Accessed : ].
Turabian Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R. "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver Yamuna S, Gayathri K, Srimathi T, Anbu Thuran, and Jayavishnusivam R. EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 1972-1975. Available from: https://ijariie.com/AdminUploadPdf/EFFICIENTNET_ENHANCED_AVIAN_SPECIES_IDENTIFICATION_AND_MONITORING_SYSTEM_ijariie22928.pdf
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