Imaging device, imaging method, and method for producing the imaging device
An imaging device includes: an optical computing section that receives a first optical signal and generates a second optical signal including a feature amount extracted from the first optical signal; an image sensor that converts the second optical signal into a first electric signal including a piece of image information; and a computer that receives the first electric signal and generates second electric signals using machine learning models, each of the second electric signals corresponding to a respective one of the machine learning models, wherein: each of the second electric signals, generated from the first electric signal including the same piece of image information, includes different image information.
1. An imaging device comprising:
an optical computing section that receives a first optical signal and generates a second optical signal including a feature amount extracted from the first optical signal;
an image sensor that converts the second optical signal into a first electric signal including a piece of image information; and
a computer that receives the first electric signal and generates second electric signals using machine learning models, each of the second electric signals corresponding to a respective one of the machine learning models, wherein
each of the second electric signals, generated from the first electric signal including the same piece of image information, includes different image information, and
the optical computing section includes an optical modulation element constituted by microcells, wherein the microcells, each having an independently set phase modulation amount, are disposed in a single layer.
2. The imaging device according to claim 1 , wherein the optical computing section and the machine learning models are designed by machine leaning such that each of the second electric signals is indicative of a different image.
3. The imaging device according to claim 1 , wherein each of the second electric signals includes image information differing in angle of view.
4. The imaging device according to claim 1 , wherein each of the second electric signals includes image information differing in resolution.
5. The imaging device according to claim 1 , wherein each of the second electric signals includes image information differing in focal depth.
6. The imaging device according to claim 1 , wherein the image sensor is disposed in the imaging device such that an image of a subject is not formed on a light receiving surface of the image sensor.
7. The imaging device according to claim 1 , wherein
the optical modulation element is a transmissive optical modulation element, and
a specific optical path on which the first optical signal travels passes the transmissive optical modulation element.
8. The imaging device according to claim 1 , wherein
the optical modulation element is a reflective optical modulation element, and
a specific optical path on which the first optical signal travels is a zigzag optical path passing the reflective optical modulation element.
9. A method for producing the imaging device according to claim 1 comprising:
designing the optical computing section and the machine learning models such that each of the second electric signals includes the different image information.
10. An imaging method comprising:
receiving a first optical signal and generating a second optical signal including a feature amount extracted from the first optical signal;
converting the second optical signal into a first electric signal;
receiving the first electric signal and generating second electric signals using machine learning models, each of the second electric signals corresponding to a respective one of the machine learning models; and
optical computing using an optical modulation element constituted by microcells, wherein
the microcells, each having an independently set phase modulation amount, are disposed in a single layer, and
each of the second electric signals, generated from the first electric signal, includes different image information.