摘要
Calcaneus fracture is one of the most common fractures which affect daily life quality. However, calcaneus fracture subtype classification is a challenging task due to the nature of multi-label as well as limited annotated data. In this paper, an augmentation strategy called GridDropInOut (GDIO) is proposed to increase the uncertainty of the rough input mask and enlarge the dataset. A spatial regularization transformer (SRT) is designed to capture labels' spatial information, while a multi-scale attention SRT (MSRT) is built to synthesize spatial features from different levels. Our final proposal achieves an mAP of 87.54% in classifying six calcaneus fracture types.
| 源语言 | 英语 |
|---|---|
| 主期刊名 | ISBI 2022 - Proceedings |
| 主期刊副标题 | 2022 IEEE International Symposium on Biomedical Imaging |
| 出版商 | IEEE Computer Society |
| ISBN（电子版） | 9781665429238 |
| DOI | |
| 出版状态 | 已出版 - 2022 |
| 活动 | 19th IEEE International Symposium on Biomedical Imaging, ISBI 2022 - Kolkata, 印度 期限: 28 3月 2022 → 31 3月 2022 |
出版系列
| 姓名 | Proceedings - International Symposium on Biomedical Imaging |
|---|---|
| 卷 | 2022-March |
| ISSN（印刷版） | 1945-7928 |
| ISSN（电子版） | 1945-8452 |
会议
| 会议 | 19th IEEE International Symposium on Biomedical Imaging, ISBI 2022 |
|---|---|
| 国家/地区 | 印度 |
| 市 | Kolkata |
| 时期 | 28/03/22 → 31/03/22 |
指纹
探究 'MSRT: Multi-Scale Spatial Regularization Transformer For Multi-Label Classification in Calcaneus Radiograph' 的科研主题。它们共同构成独一无二的指纹。引用此
Mu, Y., Zhao, H., Guo, J., & Li, H. (2022). MSRT: Multi-Scale Spatial Regularization Transformer For Multi-Label Classification in Calcaneus Radiograph. 在 ISBI 2022 - Proceedings: 2022 IEEE International Symposium on Biomedical Imaging (Proceedings - International Symposium on Biomedical Imaging; 卷 2022-March). IEEE Computer Society. https://doi.org/10.1109/ISBI52829.2022.9761435