Certain embodiments provide systems and methods for determining light source characteristics from an image. An image having pixels is received that is affected by a light source. A silhouette boundary is received. The image may be filtered to decrease diffuse reflectivity. The presence of light sources is estimated by identifying a local maxima pixel around the silhouette boundary. The local maxima pixel may be associated with the light source. A slant angle that is associated with the light source is estimated using the silhouette boundary. A tilt angle associated with the light source is estimated using the slant angle and local maxima pixel intensity. The relative intensity of each light source may be determined. The ambient light intensity of the image may be determined. The characteristics, such as the slant angle and tilt angle, may be provided to a user.