Love’s Philosophy is a poem by Percy Bysshe Shelley where the speaker of the poem is trying to woo the addressee. S/he calls for their union stating that it is the divine law of nature.
In “the red, red rose”, Robert Burns is directly speaking to his love. He wants to convey how he will love her till eternity. The distance between them is just physical and temporary.