EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM
Abstract & Details
Research Area
Computer Engineering
Keywords
Birds
EfficientNet
CNN
Identification
Monitor
Abstract
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.
License
This work is licensed under a Creative
Commons
Attribution-ShareAlike 4.0 International License.
Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Yamuna S | Bannari Amman Institute of Technology |
| 2 | Gayathri K | Bannari Amman Institute of Technology |
| 3 | Srimathi T | Bannari Amman Institute of Technology |
| 4 | Anbu Thuran | Bannari Amman Institute of Technology |
| 5 | Jayavishnusivam R | Bannari Amman Institute of Technology |
How to Cite
Use the following formats to cite this article in your research.
APA Style
S, Yamuna, K, Gayathri, T, Srimathi, Thuran, Anbu, & R, Jayavishnusivam (2024). EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM. International Journal of Advance Research and Innovative Ideas In Education, 10(2), 1972-1975.
MLA Style
S, Yamuna, et al. "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, 2024, pp. 1972-1975.
IEEE Style
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, 2024.
Vancouver Style
S Yamuna, K Gayathri, T Srimathi, Thuran Anbu, R Jayavishnusivam. EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM. International Journal of Advance Research and Innovative Ideas In Education. 2024;10(2):1972-1975.
Harvard Style
S, Yamuna, K, Gayathri, T, Srimathi, Thuran, Anbu, & R, Jayavishnusivam (2024) 'EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM', International Journal of Advance Research and Innovative Ideas In Education, 10(2), pp. 1972-1975.
Chicago Style
S, Yamuna, et al. "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 1972-1975.
Turabian Style
S, Yamuna, et al. "EFFICIENTNET-ENHANCED AVIAN SPECIES IDENTIFICATION AND MONITORING SYSTEM." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 1972-1975.
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