Category For Dev’s

Image Classification using Swin Transformer

Image Classification using Swin Transformer

Swin Transformer by Microsoft researchers is a family of versatile transformer models adapted for vision tasks. They change the architectural approach compared to the original Vision Transformer model to get state-of-the-art results on various tasks. In this blog post, we…

MarsGT: Multi-omics analysis for rare population inference using single-cell graph transformer

MarsGT: Multi-omics analysis for rare population inference using single-cell graph transformer

Data preprocessing MarsGT initiates by inputting the raw count matrices derived from matched scRNA-seq \({{{{{{\bf{X}}}}}}}^{{{{{{\bf{R}}}}}}}=\{{x}_{{ik}}^{R}{|i}={{{{\mathrm{1,2}}}}},\ldots,{M}_{1}{;k}={{{{\mathrm{1,2}}}}},\ldots,N\}\) and scATAC-seq \({{{{{{\bf{X}}}}}}}^{{{{{{\bf{A}}}}}}}=\{{x}_{{jk}}^{A}{|j}={{{{\mathrm{1,2}}}}},\ldots,{M}_{2}{;k}={{{{\mathrm{1,2}}}}},\ldots,N\}\). For the scRNA-seq data matrix, we organize it such that rows represent genes, whereas cells constitute the columns. Conversely, the scATAC-seq data…