Clean dish verification using a camera assembly in a dishwasher appliance
A dishwasher appliance includes a tub defining a wash chamber for receipt of a load of articles for washing, a door providing selective access to the wash chamber, and a camera assembly mounted with a view of the load of articles. A controller is configured to determine that a cleaning cycle has been completed, obtain a first image using the camera assembly, determine that the door has been opened, obtain a second image using the camera assembly, determine that a predetermined number of articles from the load of articles has been removed from the wash chamber based at least in part on the first image and the second image, and provide a user notification that the load of articles is dirty in response to determining that the predetermined number of articles has been removed from the wash chamber.
1. A dishwasher appliance, comprising:
a tub defining a wash chamber for receipt of a load of articles for washing, the tub having a front opening;
a door positioned adjacent to the tub at the front opening and configured for selectively moving between closed and open positions;
one or more rack assemblies positioned within the wash chamber and configured for receipt of the load of articles;
a fluid delivery device configured for delivering wash fluid into the wash chamber for cleaning the load of articles;
a camera assembly mounted at the wash chamber with a view of the load of articles within the wash chamber; and
a controller operably coupled with the camera assembly, the controller configured to:
determine that a cleaning cycle has been completed;
obtain a first image using the camera assembly;
determine that the door has been opened;
obtain a second image using the camera assembly;
determine that a predetermined number of articles from the load of articles has been removed from the wash chamber based at least in part on the first image and the second image; and
provide a user notification that the load of articles is dirty in response to determining that the predetermined number of articles has been removed from the wash chamber based at least in part on the first image and the second image.
2. The dishwasher appliance of claim 1 , wherein obtaining the second image comprises delaying for a predetermined amount of time after the door has been opened before obtaining the second image.
3. The dishwasher appliance of claim 2 , wherein the predetermined amount of time is between about 1 and 10 minutes.
4. The dishwasher appliance of claim 1 , wherein determining that the predetermined number of articles has been removed from the wash chamber comprises:
comparing the first image and the second image using an image processing technique.
5. The dishwasher appliance of claim 1 , wherein determining that the predetermined number of articles has been removed from the wash chamber comprises:
analyzing the first image and the second image using a machine learning image recognition process.
6. The dishwasher appliance of claim 5 , wherein the machine learning image recognition process comprises at least one of a convolution neural network (“CNN”), a region-based convolution neural network (“R-CNN”), a deep belief network (“DBN”), or a deep neural network (“DNN”) image recognition process.
7. The dishwasher appliance of claim 1 , wherein predetermined number of articles is determined by a manufacturer or set by a user of the dishwasher appliance.
8. The dishwasher appliance of claim 1 , wherein the predetermined number of articles is between 1 and 10 items.
9. The dishwasher appliance of claim 1 , wherein the controller is further configured to:
determine that the predetermined number of articles from the load of articles has not been removed from the wash chamber based at least in part on the first image and the second image; and
provide a user notification that the load of articles is clean in response to determining that the predetermined number of articles has not been removed from the wash chamber based at least in part on the first image and the second image.
10. The dishwasher appliance of claim 9 , wherein the controller is further configured to:
obtain a third image using the camera assembly;
determine that the predetermined number of articles from the load of articles has been removed from the wash chamber based at least in part on the first image and the third image; and
provide the user notification that the load of articles is dirty in response to determining that the predetermined number of articles has been removed from the wash chamber based at least in part on the first image and the third image.
11. The dishwasher appliance of claim 1 , further comprising:
a door sensor operably coupled to the door, and wherein determining that the door has been opened comprises detecting a trigger of the door sensor.
12. The dishwasher appliance of claim 1 , wherein determining that the door has been opened comprises:
detecting motion within the wash chamber using the camera assembly.
13. The dishwasher appliance of claim 1 , wherein the controller is further configured to:
determine that a new article has been added to the wash chamber based at least in part on the first image and the second image; and
provide the user notification that the load of articles is dirty in response to determining that the new article has been added to the wash chamber based at least in part on the first image and the second image.
14. The dishwasher appliance of claim 1 , wherein providing the user notification comprises:
illuminating a load status indicator on a user interface panel of the dishwasher appliance.
15. The dishwasher appliance of claim 1 , wherein the controller is in operative communication with a remote device over a network, and wherein providing the user notification comprises:
providing the user notification to the remote device over the network.
16. The dishwasher appliance of claim 1 , wherein the controller is further configured to cause the first image and the second image to be uploaded to or downloaded from a cloud-based server.