The image may refresh more but unfortunately that doesn't change anything about the visuals themselves. Going off of the word by noun, you'd be wrong ... 

Resolution does relate to graphics but that alone is not enough and framerate is absolutely not related to graphics. Framerate and graphics are independent to each other ...

Choppiness is visually unpleasant, smoothness is visually pleasant. Framerate is visual.

Choppiness means that it's not "fluid" for a better word when our eyes are near continous integrators however framerates don't speak about graphics/visuals ...

High frame rate is more pleasing to the eye than low frame rate, hence it’s a component of how pleasant the visual experience is.

High framerate is more pleasing in terms of gameplay when we get more information over time but the amount of information that you get per frame (graphics/visuals) doesn't change ... 

Hence framerate and visuals being seperate ...

Choppiness is unpleasant to look at, fluidity is pleasant to look at. Video games are not a static visual medium, how they look in motion matters, and framerate is critical to this.

Framerate is indeed important to getting interactive real time experiences but they do NOT give you prettier pictures when we go by the definition of "visuals" ...

They don't give you prettier stills but they do give a more pleasant visual experience in motion.

More pleaseant in "motion" and in "fluidity" indeed but using the word "visuals" is still not correct when we go by definition ...

Best graphics 2015 and 8th gen the Order 1886 easily,now in artistic terms Witcher 3