Abstract: A method of reinforcement learning of a neural network device for generating a verification vector for verifying a circuit design comprising a circuit block includes inputting a test vector to the circuit block, generating one or more rewards based on a coverage corresponding to the test vector, the coverage being determined based on a state transition of the circuit block based on the test vector, and applying the one or more rewards to a reinforcement learning.

Abstract: An image sensor includes a first region of a substrate having photoelectric conversion elements formed therein, and includes a second region of the substrate outside of the first region. The image sensor includes a plurality of lenses, a plurality of embossing structures, and a protective layer. The lenses are formed over the first region. The embossing structures are formed over the second region, and the embossing structures are separated from each-other. The protective layer is formed over the lenses and the embossing structures that prevent crack propagation.

Abstract: The method of manufacturing an image sensor includes providing a semiconductor substrate including a first pixel region, first forming a first pattern on the first pixel region, first performing a reflow of the first pattern to form a sub-micro lens on the first pixel region, second forming a second pattern on the sub-micro lens, and second performing a reflow of the second pattern to form a first micro lens covering the sub-micro lens.

Abstract: The method of manufacturing an image sensor includes providing a semiconductor substrate including a first pixel region, first forming a first pattern on the first pixel region, first performing a reflow of the first pattern to form a sub-micro lens on the first pixel region, second forming a second pattern on the sub-micro lens, and second performing a reflow of the second pattern to form a first micro lens covering the sub-micro lens.

Abstract: An image sensor includes a first region of a substrate having photoelectric conversion elements formed therein, and includes a second region of the substrate outside of the first region. The image sensor includes a plurality of lenses, a plurality of embossing structures, and a protective layer. The lenses are formed over the first region. The embossing structures are formed over the second region, and the embossing structures are separated from each-other. The protective layer is formed over the lenses and the embossing structures that prevent crack propagation.