A Compact Version of EfficientNet
Lecture Notes in Networks and Systems (LNNS, volume 734); CITA: Conference on Information Technology and its Applications; pp: 297-305.
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Springer Nature
2023
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oai:elib.vku.udn.vn:123456789-27232023-09-26T01:34:35Z A Compact Version of EfficientNet Hoang, Van Thanh Tu, Minh Phuong Kang-Hyun, Jo EfficientNet MobileNetV2 AutoML MNAS framework Lecture Notes in Networks and Systems (LNNS, volume 734); CITA: Conference on Information Technology and its Applications; pp: 297-305. EfficientNet is a convolutional neural network architecture that was created by doing a neural architecture search with the AutoML MNAS framework, which optimized both accuracy and efficiency. It is based on MobileNetV2’s inverted bottleneck residual blocks, as well as squeeze-and-excite blocks. With far lower parameter computation burdens on the ImageNet challenge, EfficientNet may compete with the best. This paper provides a mobile version of EfficientNet that has accuracy similar to the ImageNet dataset but runs nearly twice as fast. 2023-09-26T01:34:27Z 2023-09-26T01:34:27Z 2023-07 Working Paper 978-3-031-36886-8 https://link.springer.com/chapter/10.1007/978-3-031-36886-8_25 http://elib.vku.udn.vn/handle/123456789/2723 en application/pdf Springer Nature |
| institution |
Trường Đại học Công nghệ Thông tin và Truyền thông Việt Hàn - Đại học Đà Nẵng |
| collection |
DSpace |
| language |
English |
| topic |
EfficientNet MobileNetV2 AutoML MNAS framework |
| spellingShingle |
EfficientNet MobileNetV2 AutoML MNAS framework Hoang, Van Thanh Tu, Minh Phuong Kang-Hyun, Jo A Compact Version of EfficientNet |
| description |
Lecture Notes in Networks and Systems (LNNS, volume 734); CITA: Conference on Information Technology and its Applications; pp: 297-305. |
| format |
Working Paper |
| author |
Hoang, Van Thanh Tu, Minh Phuong Kang-Hyun, Jo |
| author_facet |
Hoang, Van Thanh Tu, Minh Phuong Kang-Hyun, Jo |
| author_sort |
Hoang, Van Thanh |
| title |
A Compact Version of EfficientNet |
| title_short |
A Compact Version of EfficientNet |
| title_full |
A Compact Version of EfficientNet |
| title_fullStr |
A Compact Version of EfficientNet |
| title_full_unstemmed |
A Compact Version of EfficientNet |
| title_sort |
compact version of efficientnet |
| publisher |
Springer Nature |
| publishDate |
2023 |
| url |
https://link.springer.com/chapter/10.1007/978-3-031-36886-8_25 http://elib.vku.udn.vn/handle/123456789/2723 |
| _version_ |
1849200081502208000 |