notesum.ai
Published at November 15Vision Eagle Attention: A New Lens for Advancing Image Classification
cs.CV
cs.AI
Released Date: November 15, 2024
Authors: Mahmudul Hasan1
Aff.: 1Department of Electrical and Electronic Engineering, Bangladesh University of Engineering and Technology (BUET), Dhaka, Bangladesh
| Model | Dataset | Accuracy | Precision | Sensitivity | Specificity | F1 Score | MCC |
| ResNet-18 | FashionMNIST | 0.9901 | 0.9901 | 0.9901 | 0.9989 | 0.9900 | 0.9889 |
| Vision Eagle Attention + ResNet-18 | FashionMNIST | 0.9957 | 0.9957 | 0.9957 | 0.9995 | 0.9957 | 0.9952 |
| ResNet-18 | Intel Image Classification | 0.9093 | 0.9117 | 0.9117 | 0.9818 | 0.9112 | 0.8933 |
| Vision Eagle Attention + ResNet-18 | Intel Image Classification | 0.9243 | 0.9260 | 0.9263 | 0.9848 | 0.9261 | 0.9110 |
| ResNet-18 | OracleMNIST | 0.9677 | 0.9678 | 0.9677 | 0.9964 | 0.9677 | 0.9641 |
| Vision Eagle Attention + ResNet-18 | OracleMNIST | 0.9720 | 0.9720 | 0.9720 | 0.9969 | 0.9720 | 0.9689 |