Name
Title | ||
|---|---|---|
Modality alignment contrastive learning for severity assessment of COVID-19 from lung ultrasound and clinical information |
Abstract | ||
|---|---|---|
•We conducted the first large scale research for AI-based LUS analysis of COVID-19 and built an effective framework for COVID-19 diagnosis.•We designed a DSA-MIL module to combine the heterogeneous LUS images and videos.•We proposed a MA-CLR module to align the feature of LUS data and clinical information for patient severity prediction.•We learned the framework following an SRT pipeline to explore discriminative features gradually from different level. |
Year | DOI | Venue |
|---|---|---|
2021 | 10.1016/j.media.2021.101975 | Medical Image Analysis |
Keywords | DocType | Volume |
Lung ultrasound,Multiple instance learning,Multi-modality,Contrastive learning | Journal | 69 |
ISSN | Citations | PageRank |
1361-8415 | 3 | 0.40 |
References | Authors | |
0 | 25 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Wufeng Xue | 1 | 350 | 18.80 |
| Chunyan Cao | 2 | 3 | 0.40 |
| Jie Liu | 3 | 3 | 0.40 |
| Yilian Duan | 4 | 3 | 0.40 |
| Haiyan Cao | 5 | 3 | 0.40 |
| Jian Wang | 6 | 3 | 1.76 |
| Xumin Tao | 7 | 3 | 0.40 |
| Zejian Chen | 8 | 3 | 1.76 |
| Meng Wu | 9 | 3 | 0.40 |
| Jinxiang Zhang | 10 | 3 | 0.40 |
| Hui Sun | 11 | 3 | 0.40 |
| Yang Jin | 12 | 3 | 0.40 |
| Xin Yang | 13 | 79 | 9.59 |
| Ruobing Huang | 14 | 3 | 3.78 |
| Feixiang Xiang | 15 | 3 | 0.40 |
| Yue Song | 16 | 3 | 0.40 |
| Manjie You | 17 | 3 | 0.40 |
| Wen Zhang | 18 | 5 | 1.74 |
| Lili Jiang | 19 | 3 | 0.40 |
| Ziming Zhang | 20 | 3 | 0.40 |
| Shuangshuang Kong | 21 | 3 | 0.40 |
| Ying Tian | 22 | 3 | 0.40 |
| Li Zhang | 23 | 18 | 3.04 |
| Dong Ni | 24 | 367 | 37.37 |
| Mingxing Xie | 25 | 3 | 0.74 |