Abstract:
An information processing system includes a processor. The trained model is trained to resolution recover a low resolution training image generated by low resolution processing performed on a high resolution training image to a high resolution training image that represents a high resolution image captured with a predetermined object through the first imaging system. The low resolution processing represents processing that generates a low resolution image as if captured with the predetermined object through the second imaging system and processing that simulates the second imaging method, and includes processing that simulates a resolution characteristic of an optical system of the second imaging system. The processor uses the trained model to resolution recover the processing target image captured through a second imaging system to an image having a resolution at which the first imaging system performs imaging.
Abstract:
An imaging apparatus has a color filter array, an image sensor, and a differential information acquisition unit. In the color filter array, including five or more types of color filters are arranged in a two dimensional form. The image sensor has a plurality of pixels covered by the color filters, and the plurality of pixels generate pixel signals. The acquisition unit designates one of the pixels covered by the color filters of interest as a pixel of interest one pixel at a time in order. The acquisition unit calculates first differential information based on pixel signals generated by two of the pixels arranged on both sides of the pixel of interest along the first direction. The acquisition unit calculates second differential information based on pixel signals generated by two of the pixels arranged on both sides of the pixel of interest along the second direction.
Abstract:
An endoscope scope includes: an imaging device that acquires image information; a color filter disposed on pixels of the imaging device and in which primary-color pixels and complementary-color pixels coexist; a detector that detects whether or not an image processor that generates an observation image based on the acquired image information via the color filter is compatible with the image information consisting of an array in which the primary-color pixels and the complementary-color pixels coexist; and a converter that performs Bayer-conversion processing for converting the image information to a Bayer array in a case in which the detector detects that the image processor is not compatible with the image information consisting of the array, and that does not perform the Bayer-conversion processing on the image information in a case in which the detector detects that the image processor is compatible with the image information consisting of the array.
Abstract:
The color filter array 21a comprises seven or more types of color filters including a first color filter. The seven or more types color filters have different spectral sensitivity characteristics. The seven or more types of color filters are arranged in a two-dimensional form. Among the seven or more types of color filters, at least two types of color filters are designated as a color filter of interest. Two color filters arranged at a first interval on both sides of the color filter of interest along a first direction are of the same type. Two color filters arranged at a second interval on both sides of the color filter of interest along a second direction that is different from the first direction are of the same type. Among the color filters, at least one type of color filter have a density higher than that of the other types of color filters, thereby realizing acquisition of highly accurate gradient information from a multiband color filter array.
Abstract:
An endoscope device includes: a light source configured to perform any one of simultaneous lighting and sequential lighting; an image sensor including a plurality of pixels; a plurality of filters including at least one type of primary filter and a complementary filter; and a processor including hardware, the processor being configured to cause the light source to switch between the simultaneous lighting and the sequential lighting, when the simultaneous lighting is performed, perform interpolation processing to generate an output image by using an imaging signal generated from a pixel corresponding to the complementary filter, and when the sequential lighting is performed, perform interpolation processing to generate an output image by using an imaging signal generated from a pixel corresponding to the complementary filter as an imaging signal generated from a pixel corresponding to the at least one type of primary filter.
Abstract:
An image processing device includes: a separation unit configured to separate a plurality of wide-band image signals corresponding to wide-band light passing through each of a plurality of wide-band filters and a narrow-band image signal corresponding to narrow-band light passing through a narrow-band filter, from each other, based on an image signal input from an imaging device; a demosaicing unit configured to perform demosaic processing that interpolates one of the plurality of wide-band image signals based on edge information from the narrow-band image signal separated by the separation unit; and an image generation unit configured to generate a wide-band image by using the wide-band image signal interpolated by the demosaic processing performed by the demosaicing unit and generate a narrow-band image by using the narrow-band image signal.
Abstract:
An image processing unit has an image acquisition part, a correlation determination part, a reference image generation part, and an interpolation image generation part. The image acquisition part acquires an original image. The correlation determination unit determines whether the correlation of an image component of a primary reference band with image components of respective bands other than the primary reference band is either high correlation or low correlation. The reference image generation part interpolates missing pixels in the image component of the primary reference band by switching the interpolation method based on the correlation determination result obtained by the correlation determination part. The interpolation image generation part interpolates, using the correlation determination result and the primary reference image, missing pixels in at least some of the image component of the primary reference band.
Abstract:
An endoscope device is disclosed which includes an image processing unit that generates a first image corresponding to light in a green wavelength band on the basis of an imaging signal generated by an imaging device when a light source unit emits first illumination light or second illumination light, and generates a second image corresponding to light in other one of wavelength bands. Resolution of the first image obtained when the light source unit emits the first illumination light is equal to or higher than resolution of the first image obtained when the light source unit emits the second illumination light, and resolution of the second image obtained when the light source unit emits the second illumination light is higher than resolution of the second image obtained when the light source unit emits the first illumination light.
Abstract:
A multi-layer image sensor includes: a first image sensor including a first pixel and a second pixel; and a second image sensor including a third pixel and at least one of a fourth pixel and a fifth pixel. The second image sensor has a light receiving surface where the first image sensor is stacked. At least a portion of the fourth pixel is arranged at a position corresponding to a position of the first pixel and at a position overlapping with the first pixel in a stacking direction of the first sensor. At least a portion of the third pixel is arranged at a position corresponding to a position of the second pixel and at a position overlapping with the second pixel in the stacking direction of the first sensor.
Abstract:
An image processing device includes a processor, and the processor acquires a captured image that has been captured using an image sensor, the image sensor including a multi-band color filter array in which color filters that respectively correspond to four or more bands are arranged in an array, generates a low-noise reference image subjected to a noise reduction process as a reference image that is used for an interpolation process that is performed on pixel values of the captured image, and performs the interpolation process on a band basis based on the generated low-noise reference image to generate an interpolated image in which pixel values of missing pixels are interpolated.