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An attentional mechanism model for segmenting multiple lesion regions in the diabetic retina

Figure 2Network structureThe proposed MSAG mechanism network is designed to enhance segmentation in DR images. Figure 2 illustrates the MSAG architecture consists of three...

A graph self-supervised residual learning framework for domain identification and data integration of spatial transcriptomics

Normalization of gene expressionIn ST studies, gene expression and spatial information can be utilized to identify cells in close spatial positions that exhibit similar...

starTracer is an accelerated approach for precise marker gene identification in single-cell RNA-Seq analysis

Rationale of starTracerSingle-cell sequencing data includes an expression matrix and an annotation matrix (Fig. 7A). The previous strategy for identifying marker genes within a cluster...

The global geography of artificial intelligence in life science research

Dimension one: productivityWe begin our assessment of productivity by documenting an exponential increase in global AI life science publications (Fig. 1), quantified by a 20%...

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