Admin CP: Displaying Only Relevant Fields

Is there any way in the admin interface to display only required fields when inputting data for a product? Ideally based around a category selection within the product.

So let's say I have 50 or fields for the type of products on my site and these are based around two different categories, but the categories may vary by product. For example:

Product 1:

Field Name: Category (Yes/No check mark choices for "Category 1" and "Category 2") - In this case Category 1 and 2 both needed and both selected with a radio check box.

Fields for Cat1 (all of these show)

Fields for Cat2 (all of these show)

Now I have a second Product 2 with all the same fields, but in my second product I really only need to input data for Category 1 (i.e. Category 2 is unchecked = No). Despite this CMSB will still output all the fields for both Cat1 and 2, even though I don't need to see those for Cat2. So is there any way I can tell CMSB to only show the fields that I actually need to see for a specific product?

Product 2: (Ideal solution):

Field Name: Category - In this case only "Category 1" is needed, while "Category 2" is not check marked.

Fields for Cat1 (all of these show)

Fields for Cat2 (all of these are hidden)

The reason I ask is because I have some products with c.150 fields and all the scrolling can be laborious and disorientating. So the ability to hide fields that I don't need to see would be very handy. Is this possible? Maybe some sort of logic exists that allows me to make field data entry a little cleaner?