Recognizing birds by image recognition

Bochen Pan; Yujin Wang; Ruming Zhong

doi:10.1117/12.2637648

29 April 2022 Recognizing birds by image recognition

Bochen Pan, Yujin Wang, Ruming Zhong

Proceedings Volume 12247, International Conference on Image, Signal Processing, and Pattern Recognition (ISPP 2022); 122470V (2022) https://doi.org/10.1117/12.2637648
Event: 2022 International Conference on Image, Signal Processing, and Pattern Recognition, 2022, Guilin, China

Abstract

In this work, three algorithms (HOG with SVM, VGG, ResNet) are chosen to perform better image recognition on different categories of birds. HOG with SVM performs worse than ResNetwith SVM because HOG is better at recognizing objects than identifying categories of objects. Hyper-parameters in HOG and SVM will affect the accuracy. (Bochen). To improve the accuracy of the image recognition, the VGG algorithm is adopted with different hyper-parameters. Yujin Wang employs “Deep residual learning for image recognition” from He K, Zhang X, Ren S, et al to show his understanding of the ResNet algorithm. He will test different hyperparameters in ResNet and show readers how they will affect the results.

Citation Download Citation

Bochen Pan, Yujin Wang, and Ruming Zhong "Recognizing birds by image recognition", Proc. SPIE 12247, International Conference on Image, Signal Processing, and Pattern Recognition (ISPP 2022), 122470V (29 April 2022); https://doi.org/10.1117/12.2637648

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available