Decrease loss function

Hello, my task is multimodal medical image fusion, the model i work on is complex, but i have a very small data, the train_loss vary between 1.7 and 2.3 and the test_loss varry between 3 and 3.7 what is mean these results? and how can i decrease the loss function ? Thank you