I'm a big fan of measuring them due to the alarming regularity with which manufacturers change sizes of things on the line. My Coleman popup came with 2 different sized spindles from the factory - 1" on the right and 1.0625" on the left. Measuring is always a good idea, and you can get a reasonably good caliper at most parts stores or Harbor Freight for around $10.
If you aren't comfortable with measuring, you can take them out and actually identify the bearing size by the part number. Take the numbers off of the cone (the part with the rollers), not the cup.
Trailers usually use tapered roller (Timken type) bearings, so your first digits will be "32" or "032". Then your next digit (0-9) will be the series. Then you'll have 2 digits indicating the bore size. Take these two digits and multiply times 5, and you'll have your bore size. For example, a 32305 bearing would be a tapered roller (32), medium duty (3), 25mm bore (05x5). Sometimes you'll find an "R" in the prefix indicating an "inch series" bearing, which are an older system and usually require looking at a chart to get the dimensions.