Yes it is always better to make the class data distribution equal. Gather as much data as possible and populate the class with fewer samples. For this purpose you can search for databases over the internet which are similar to your problem and include these. Simple web searches can also bring many images uploaded by various sources. Sometimes you will see that the model performance does not improve with more data. This is an indication that your model might be at its limits.