Information processing device, information processing system, and control method for information processing device

Abstract

To enable more effective training of learning models designed to improve visibility. [Solution] When introducing an edge device to an existing surveillance camera system, the system displays the shooting procedure for acquiring the physical characteristics of the surveillance camera, and until the shooting is completed successfully, it displays a message advising the user if the shooting is not done as instructed, and notifies the user of the content of the message and suggestions for improvement. In addition, following instructions to train a learning model, the system acquires physical characteristics from the captured image to generate a noise model, and then trains the learning model using the noise model.

Claims

1. An information processing device that takes an image captured by an imaging device as input to a learning model and outputs a high-resolution image, The aforementioned imaging device includes an acquisition means for acquiring captured images taken by the imaging device in a manner corresponding to the model of the imaging device, A learning means for training the learning model using the captured images acquired by the acquisition means, An information processing device characterized by comprising:

2. The system further includes an instruction means for instructing the imaging device to take images in a manner appropriate to the model of the imaging device, The information processing apparatus according to claim 1, wherein the acquisition means acquires a captured image from the imaging device that allows the characteristics of the imaging device to be acquired by taking a photograph in accordance with the instructions of the instruction means.

3. The acquisition means acquires noise characteristics as characteristics of the imaging device from the acquired captured image, The information processing apparatus according to claim 1, characterized in that the learning means learns the learning model using the acquired noise characteristics.

4. The acquisition means acquires the optical characteristics of the lens as characteristics of the imaging device from the acquired captured image, The information processing apparatus according to claim 1, characterized in that the learning means learns the learning model using the acquired optical characteristics.

5. The information processing apparatus according to claim 1, characterized in that, when the image sensor of the imaging device is a SPAD sensor, the acquisition means acquires a captured image generated by performing light-shielded photography with the imaging device.

6. The information processing apparatus according to claim 1, characterized in that, when the image sensor of the imaging device is a CMOS sensor, the acquisition means acquires an image generated by taking a photograph with the imaging device without any optical equipment attached.

7. The information processing apparatus according to claim 1, characterized in that, when the image sensor of the imaging device is a CMOS sensor, the acquisition means acquires an image generated by the imaging device taking pictures of flat areas with different brightness levels.

8. The information processing apparatus according to claim 1, further comprising a display control means for displaying a method corresponding to the model of the imaging device on a display device.

9. The information processing apparatus according to claim 8, characterized in that, if there is an error in the procedure of the method according to the model of the imaging device, the display control means displays a message on the display device that advises on the procedure.

10. The information processing apparatus according to claim 8, characterized in that, when the procedure according to the method corresponding to the model of the imaging device is correct, the display control means displays a message on the display device prompting the next operation.

11. The acquisition means acquires noise characteristics as characteristics of the imaging device from the acquired captured image, The information processing apparatus according to claim 8, wherein the display control means displays a screen on the display device for selecting noise characteristics to be used for updating the learning model by the learning means from among the acquired noise characteristics and noise characteristics already acquired.

12. The information processing apparatus according to claim 8, characterized in that the display control means displays the output result of the learning model updated by the learning means on the display device.

13. The information processing apparatus according to claim 2, characterized in that, if the imaging device is already registered, the instruction means refrains from giving an instruction to take a photograph in a manner corresponding to the model of the imaging device.

14. The system further comprises setting means for setting update conditions for the learning model, The information processing apparatus according to claim 1, characterized in that the learning means updates the learning model when the update conditions set by the setting means are met.

15. The information processing device according to claim 14, characterized in that the setting means sets the time and timing to update.

16. An information processing system including an information processing device that inputs an image captured by an imaging device into a learning model and outputs a high-resolution image, The aforementioned imaging device includes an acquisition means for acquiring captured images taken by the imaging device in a manner corresponding to the model of the imaging device, A learning means for training the learning model using the captured images acquired by the acquisition means, An information processing system characterized by comprising the following features.

17. A control method for an information processing device that inputs an image captured by an imaging device into a learning model and outputs a high-resolution image, The acquisition step involves acquiring an image captured by the aforementioned imaging device in a manner appropriate to the model of the imaging device, A learning step in which the learning model is trained using the captured images acquired in the acquisition step, A control method for an information processing device, characterized by comprising the following:

18. A program for controlling an information processing device that takes images captured by an imaging device as input to a learning model and outputs high-resolution images, The acquisition step involves acquiring an image captured by the aforementioned imaging device in a manner appropriate to the model of the imaging device, A learning step in which the learning model is trained using the captured images acquired in the acquisition step, A program that causes a computer to execute something.

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