Will the picture look better as a PNG?
No, and this page will not pretend otherwise. A JPG has already thrown detail away; writing its pixels into a PNG stores exactly what is there, nothing more. The picture does not improve; the file gets bigger, often much bigger. What improves is what happens next: the pixels stop changing.