| ชื่อเรื่อง | : | A contact-imaging based microfluidic cytometer with machine-learning for single-frame super-resolution processing |
| นักวิจัย | : | Huang, Xiwei , Guo, Jinhong , Wang, Xiaolong , Yan, Mei , Kang, Yuejun , Yu, Hao |
| คำค้น | : | DRNTU::Engineering::Chemical engineering::Biochemical engineering |
| หน่วยงาน | : | Nanyang Technological University, Singapore |
| ผู้ร่วมงาน | : | Kreplak, Laurent |
| ปีพิมพ์ | : | 2557 |
| อ้างอิง | : | Huang, X., Guo, J., Wang, X., Yan, M., Kang, Y., & Yu, H. (2014). A Contact-Imaging Based Microfluidic Cytometer with Machine-Learning for Single-Frame Super-Resolution Processing. PLoS ONE, 9(8), e104539-. , 1932-6203 , http://hdl.handle.net/10220/20408 , http://dx.doi.org/10.1371/journal.pone.0104539 |
| ที่มา | : | - |
| ความเชี่ยวชาญ | : | - |
| ความสัมพันธ์ | : | PLoS one |
| ขอบเขตของเนื้อหา | : | - |
| บทคัดย่อ/คำอธิบาย | : | Lensless microfluidic imaging with super-resolution processing has become a promising solution to miniaturize the conventional flow cytometer for point-of-care applications. The previous multi-frame super-resolution processing system can improve resolution but has limited cell flow rate and hence low throughput when capturing multiple subpixel-shifted cell images. This paper introduces a single-frame super-resolution processing with on-line machine-learning for contact images of cells. A corresponding contact-imaging based microfluidic cytometer prototype is demonstrated for cell recognition and counting. Compared with commercial flow cytometer, less than 8% error is observed for absolute number of microbeads; and 0.10 coefficient of variation is observed for cell-ratio of mixed RBC and HepG2 cells in solution. |
| บรรณานุกรม | : |
Huang, Xiwei , Guo, Jinhong , Wang, Xiaolong , Yan, Mei , Kang, Yuejun , Yu, Hao . (2557). A contact-imaging based microfluidic cytometer with machine-learning for single-frame super-resolution processing.
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Huang, Xiwei , Guo, Jinhong , Wang, Xiaolong , Yan, Mei , Kang, Yuejun , Yu, Hao . 2557. "A contact-imaging based microfluidic cytometer with machine-learning for single-frame super-resolution processing".
กรุงเทพมหานคร : Nanyang Technological University, Singapore. Huang, Xiwei , Guo, Jinhong , Wang, Xiaolong , Yan, Mei , Kang, Yuejun , Yu, Hao . "A contact-imaging based microfluidic cytometer with machine-learning for single-frame super-resolution processing."
กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2557. Print. Huang, Xiwei , Guo, Jinhong , Wang, Xiaolong , Yan, Mei , Kang, Yuejun , Yu, Hao . A contact-imaging based microfluidic cytometer with machine-learning for single-frame super-resolution processing. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2557.
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