Apparatus, method, and program for image processing
Resolution of an input image is converted more easily by using a method of AAM. For this purpose, a resolution conversion unit converts resolution of the image having been subjected to correction, and a face detection unit detects a face region in the resolution-converted image. A reconstruction unit fits to the face region detected by the face detection unit a mathematical model generated through the method of AAM using a plurality of sample images representing human faces having the same resolution as the image, and reconstructs an image representing the face region after the fitting. In this manner, an image whose resolution has been converted is obtained.
1 . An image processing apparatus comprising:
resolution conversion means for converting at least a predetermined structure in an input image to have a desired resolution;
a model representing the predetermined structure by a characteristic quantity obtained by carrying out predetermined statistical processing on a plurality of images representing the structure in the same resolution as the desired resolution; and
reconstruction means for reconstructing an image representing the structure after fitting the model to the structure in the input image the resolution of which has been converted.
2 . The image processing apparatus according to claim 1 , wherein the predetermined structure is a human face.
3 . The image processing apparatus according to claim 1 further comprising detection means for detecting the structure in the input image, wherein
the reconstruction means reconstructs the image by fitting the model to the structure having been detected.
4 . The image processing apparatus according to claim 1 further comprising selection means for obtaining a property of the structure in the input image and for selecting the model corresponding to the obtained property from a plurality of the models representing the structure for respective properties of the predetermined structure, wherein
the reconstruction means reconstructs the image by fitting the selected model to the structure.
5 . An image processing method comprising the steps of:
converting at least a predetermined structure in an input image to have a desired resolution; and
reconstructing an image representing the structure after fitting, to the structure in the input image the resolution of which has been converted, a model representing the predetermined structure by a characteristic quantity obtained by carrying out predetermined statistical processing on a plurality of images representing the structure in the same resolution as the desired resolution.
6 . The image processing method according to claim 5 , wherein the predetermined structure is a human face.
7 . The image processing method according to claim 5 further comprising the step of detecting the structure in the input image, wherein
the step of reconstructing is the step of reconstructing the image by fitting the model to the structure having been detected.
8 . The image processing method according to claim 5 further comprising the step of
obtaining a property of the structure in the input image and selecting the model corresponding to the obtained property from a plurality of the models representing the structure for respective properties of the predetermined structure, wherein
the step of reconstructing is the step of reconstructing the image by fitting the selected model to the structure.
9 . An image processing program for causing a computer to function as:
resolution conversion means for converting at least a predetermined structure in an input image to have a desired resolution;
a model representing the predetermined structure by a characteristic quantity obtained by carrying out predetermined statistical processing on a plurality of images representing the structure in the same resolution as the desired resolution; and
reconstruction means for reconstructing an image representing the structure after fitting the model to the structure in the input image the resolution of which has been converted.
10 . The image processing program according to claim 9 , wherein the predetermined structure is a human face.
11 . The image processing program according to claim 9 further causing the computer to function as:
detection means for detecting the structure in the input image, and as
the reconstruction means for reconstructing the image by fitting the model to the structure having been detected.
12 . The image processing program according to claim 9 further causing the computer to function as:
selection means for obtaining a property of the structure in the input image and for selecting the model corresponding to the obtained property from a plurality of the models representing the structure for respective properties of the predetermined structure, and as
the reconstruction means for reconstructing the image by fitting the selected model to the structure.