2024
DOI: 10.21203/rs.3.rs-3933549/v1
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Attention-based deep learning for accurate cell image analysis

Lipeng Lai,
Xiangrui Gao,
Fan Zhang
et al.

Abstract: High-content analysis (HCA) holds enormous potential for drug discovery and research, but widely used methods can be cumbersome and yield inaccurate results. Noisy and redundant signals in cell images impede accurate deep learning-based image analysis. To address these issues, we introduce X-Profiler, a novel HCA method that combines cellular experiments, image processing, and deep learning modeling. X-Profiler combines the convolutional neural network and Transformer to encode high-content images, effectively… Show more

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