Data augmentation is a highly effective technique for improving modern image classifiers’ accuracy and has continuously improved over the years. In this paper, we propose a different approach to implementing AutoAugment policies known as ”Color-Spatial AutoAugment,” Our implementation utilizes the best policies dis- covered by AutoAugment for specific datasets. It categorizes them into color and spatial, thereby improving image classification accuracy. Applied to CIFAR-10, CIFAR-100, and SVHN datasets, our method significantly improved CIFAR-10 and CIFAR-100, achieving top-1 accuracies of 91.1% and 60%, respectively. These results mark a 5.54% improvement on CIFAR-10 and a substantial 7.05% increase on CIFAR-100 over the traditional AutoAugment. On the SVHN dataset, how- ever, our approach was a bit short, yielding a top-1 accuracy of 91.15% compared to AutoAugment’s 93.55%. These findings highlight the potential of Color-Spatial AutoAugment and the improvement over AutoAugment within the same training conditions.
| Mualliflar | Al-Khafaji, Hussien Hayder |
|---|---|
| Jurnal | Innovative Multidisciplinary Journal of Applied Technology |
| Nashriyot | ТДТУ Қўқон филиали |
| ISSN | 2995-486X, 2995-486x |
| Nashr sanasi | 2024-07-19 |
| Jild | 2 |
| Son | 6 |
| Betlar | 114-129 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| Indeksga qo‘shilgan | 2026-08-26 |
Computer Vision, Neural Networks, Feature Extraction, Image Classification
| APA | Al-Khafaji, Hussien Hayder (2024). Color-Spatial Autoaugment another Approach to Autoaugment Policies Found & Implementation. Innovative Multidisciplinary Journal of Applied Technology, 2(6), 114-129. https://www.multijournals.org/index.php/innovative/article/view/1816 |
|---|---|
| GOST (OAK) | Al-Khafaji, Hussien Hayder Color-Spatial Autoaugment another Approach to Autoaugment Policies Found & Implementation // Innovative Multidisciplinary Journal of Applied Technology. – 2024. – T. 2, № 6. – P. 114-129. |
| MLA | Al-Khafaji, Hussien Hayder. “Color-Spatial Autoaugment another Approach to Autoaugment Policies Found & Implementation.” Innovative Multidisciplinary Journal of Applied Technology, 2(6), 114-129, 2024. https://www.multijournals.org/index.php/innovative/article/view/1816 |
| Chicago | Al-Khafaji, Hussien Hayder. “Color-Spatial Autoaugment another Approach to Autoaugment Policies Found & Implementation.” Innovative Multidisciplinary Journal of Applied Technology, 2(6), 114-129 (2024). https://www.multijournals.org/index.php/innovative/article/view/1816 |
| Harvard | Al-Khafaji, Hussien Hayder (2024) ‘Color-Spatial Autoaugment another Approach to Autoaugment Policies Found & Implementation’, Innovative Multidisciplinary Journal of Applied Technology, 2(6), 114-129. https://www.multijournals.org/index.php/innovative/article/view/1816 |
| BibTeX | @article{alkhafajihussienhayder2024,
title = {Color-Spatial Autoaugment another Approach to Autoaugment Policies Found & Implementation},
author = {Al-Khafaji, Hussien Hayder},
journal = {Innovative Multidisciplinary Journal of Applied Technology},
year = {2024},
volume = {2},
number = {6},
pages = {114-129},
url = {https://www.multijournals.org/index.php/innovative/article/view/1816}
} |
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