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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)
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ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013
Call For Paper - Volume 12 | Issue 7 | Month- July 2024
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Published Paper Details:
Paper Title
Lightweight Model with Dynamic Convolution for Wild Bird Species Identification
Authors
P.Sandhya, Mr.P.Ramesh
Keywords
Bird Species,
Abstract
This project presents an innovative method for precise bird species population estimation using sound recognition technology. Unlike traditional Convolutional Neural Networks (CNNs) which face challenges with time-frequency tasks like bird sound identification, our approach introduces a lightweight model with frequency dynamic convolution. This enhances feature extraction across various frequency bands. Model integrates Coordinate Attention and a feature fusion module, surpassing existing Lightweight CNNs in top1 and top5 accuracy with a 160-bird sound dataset. To boost the model's accuracy further, we applied a Hybrid Random Forest ensemble model. This method extracts features from the lightweight model and retrains them, achieving enhanced accuracy without using additional ensemble models.
IJCRT's Publication Details
Unique Identification Number - IJCRT2405078
Paper ID - 259114
Page Number(s) - a665-a674
Pubished in - Volume 12 | Issue 5 | May 2024
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Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882
E-ISSN Number - 2320-2882
Cite this article
P.Sandhya, Mr.P.Ramesh, "Lightweight Model with Dynamic Convolution for Wild Bird Species Identification", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 5, pp.a665-a674, May 2024, Available at :http://www.ijcrt.org/papers/IJCRT2405078.pdf
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Volume 12 | Issue 7
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Volume 12 | Issue 7
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Submit Manuscript Online Impact Factor: 7.97 Review Results : Within 02-03 Days Paper Publication : Within 02-03 Days
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ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
ISSN and 7.97 Impact Factor Details
ISSN: 2320-2882 Impact Factor: 7.97 and ISSN APPROVED Journal Starting Year (ESTD) : 2013
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