A semiconductor device and method for manufacturing the same are provided. The method includes providing a first substrate. The method also includes forming a first metal layer on the first substrate. The first metal layer includes a first metal material. The method further includes treating a first surface of the first metal layer with a solution including an ion of a second metal material. In addition, the method includes forming a plurality of metal particles including the second metal material on a portion of the first surface of the first metal layer.