The most common kind of blood cancer in people of all ages is leukaemia. The fractional mayfly optimisation (FMO) based DenseNet is proposed for the identification and classification of leukaemia in federated learning (FL). Initially, the input image is pre-processed by adaptive median filter (AMF). Then, cell segmentation is done using the Scribble2label. After that, image augmentation is accomplished. Finally, leukaemia classification is accomplished utilising DenseNet, which is trained using the FMO. Here, the FMO is devised by merging the mayfly algorithm (MA) and the fractional concept (FC). Following local training, the server performs local updating and aggregation using a weighted average by RV coefficient. The results showed that FMO-DenseNet attained maximum accuracy, true negative rate (TNR) and true positive rate (TPR) of 94.3%, 96.5% and 95.3%. Moreover, FMO-DenseNet gained minimum mean squared error (MSE) and root mean squared error (RMSE) of 5.7%, 9.2% and 30.4%.

Fire fighters from Highgate, Kings Norton, Ladywood and Northfield fire stations are taking on a job like no other

Veteran actor Rishi Kapoor (67) passed away on Thursday at 8:45 a.m after a long battle with leukaemia. This Bollywood star was diagnosed with the disease two years back in 2018 and has undergone a bone marrow treatment in the US

Living near busy roads is associated with an increased risk of childhood leukaemia, according to French researchers. The study found that children living within 500 metres of major roads were more likely to develop leukaemia than those who lived far from such roads. It is possible that high levels of traffic pollution from the roads are responsible for the higher rates of the illness.

Birmingham-based Cure Leukaemia has announced record financial results that will see the charity double the amount of funding for research nurses in the West Midlands.

Fire fighters from Highgate, Kings Norton, Ladywood and Northfield fire stations are taking on a job like no other

Fundraisers share their own poignant memories.

Colombian student Angelo Romero, unable to fly home due to coronavirus, is receiving emergency treatment in a Brisbane hospital for a shock leukaemia diagnosis, concerned his private health policy won't cover it.

Legendary Australian boxer Troy Waters, a former junior middleweight world title boxing contender, dies at the age of 53 following a long battle with leukaemia.

Chayse Gannon and his mother, forced to leave dad and baby brother behind, have changed accommodation around Sydney more than 12 times since he was diagnosed in February.

Veteran actor Rishi Kapoor (67) passed away on Thursday at 8:45 a.m after a long battle with leukaemia. This Bollywood star was diagnosed with the disease two years back in 2018 and has undergone a bone marrow treatment in the US