Dermatologists can diagnose eczema. Skin symptoms of atopic dermatitis include rough, leathery, or scaly patches; small, red, raised bumps; creases on the palms of the hands; swollen, sore skin; skin that oozes or "weeps" fluid; and itchiness that comes and goes.