Is picture a common noun

Yes, the noun 'picture' is a common noun, a general Word for a design or image made on a surface (a drawing, painting, or photograph; an image on a television, video, or computer screen; an image in your mind; a Word for a thing.

The Word 'picture' is also a verb: picture, pictures, picturing, pictured.