The new research was published in Mdpi Life, The research develop an automatic TB detection system to assist the pulmonologist in confirming the severity of the disease, decision-making, and treatment execution. 

The proposed system employs a pre-trained VGG19 with the following phases: (i) image pre-processing, (ii) mining of deep features, (iii) enhancing the X-ray images with chosen procedures and mining of the handcrafted features, (iv) feature optimization using Seagull-Algorithm and serial concatenation, and (v) binary classification and validatio 
Note, This research was researched by  Ramya Mohan, Seifedine Kadry, Venkatesan Rajinikanth ,Arnab Majumdar and Orawit Thinnukool 

https://www.mdpi.com/2075-1729/12/11/1848