Hi PBF, I would only use the version with "that". Anyway, reading those two sentences, I can't think of any difference between them (apart form the fact that I don't like that "which".)
Yeah, I reckon these sentences have similar meaning. But there is the difference between 'which' and 'that' generally. Which can be used always whereas that can't be used with commas.