Generic card feature extraction based on card rendering as an image
Methods and apparatus for using features of images representing content items to improve the presentation of the content items are disclosed. In one embodiment, a plurality of digital images are obtained, where each of the images represents a corresponding one of a plurality of content items Image features of each of the digital images are determined. Additional features including at least one of user features pertaining to a user of a client device or contextual features pertaining to the client device are ascertained. At least a portion of the content items are provided via a network to the client device using features that include or are derived from both the image features of each of the plurality of digital images and the additional features.
1. A method, comprising:
providing a first content item for presentation via a client device associated with a user;
providing a second content item for presentation via at least one of the client device or a second client device associated with the user;
responsive to processing an indication of user interaction with the content item and a second indication of user interaction with the second content item, updating a computer-generated model based, at least in part, on a feature of both the content item and the second content item; and
providing, for presentation via at least one of the client device or the second client device, a third content item using the computer-generated model; and
responsive to processing an indication of a lack of user interaction with the third content item, updating the computer-generated model based, at least in part, on one or more features of the third content item.
2. The method of claim 1 , further comprising:
determining one or more features of each one of a plurality of content items;
wherein providing the third content items using comprises:
selecting at least a portion of the plurality of content items using the computer-generated model based, at least in part, on the one or more features of each of the plurality of content items; and
providing, for presentation via the client device or the second client device, the portion of the plurality of content items.
3. The method of claim 1 , further comprising:
selecting, using the computer-generated model, display features for one or more content items; and
providing the one or more content items according to the display features.
4. The method of claim 1 , further comprising:
after the updating the computer-generated model, providing a fourth content item for presentation via at least one of the client device or the second client device associated with the user using the computer-generated model.
5. The method of claim 1 , further comprising:
generating a digital image representing the content item, at least in part, by rendering the content item.
6. The method of claim 1 , further comprising:
determining image features of the content item, at least in part, using digital image processing.
7. The method of claim 1 , the computer-generated model associated with at least one of the user or a class of users including the user.
8. An apparatus, comprising:
a processor; and
a memory, at least one of the processor or the memory being configured to:
provide a content item for presentation via a client device associated with a user;
provide a second content item for presentation via at least one of the client device or a second client device associated with the user;
responsive to processing an indication of user interaction with the content item and a second indication of user interaction with the second content item, update a computer-generated model based, at least in part, on a feature of both the content item and the second content item;
provide a third content item for presentation via at least one of the client device or the second client device;
responsive to processing an indication of a lack of user interaction with the third content item, update the computer-generated model based, at least in part, on one or more features of the third content item; and
provide, for presentation via at least one of the client device or the second client device, one or more content items using the computer-generated model.
9. The apparatus of claim 8 , at least one of the processor or the memory being further configured to:
determine one or more features of each one of a plurality of content items;
wherein providing the third content item comprises:
selecting at least a portion of the plurality of content items using the computer-generated model based, at least in part, on the one or more features of each of the plurality of content items; and
providing, for presentation via the client device or the second client device, the portion of the plurality of content items.
10. The apparatus of claim 8 , wherein providing the one or more content items using the computer-generated model comprises:
selecting, using the computer-generated model, display features for a fourth content item of the one or more content items; and
providing the fourth content item according to the display features.
11. The apparatus of claim 8 , the computer-generated model being associated with the user.
12. The apparatus of claim 8 , at least one of the processor or the memory being further configured to:
generate a digital image representing the content item, at least in part, by rendering the content item.
13. The apparatus of claim 8 , at least one of the processor or the memory being further configured to:
determine image features of the content item, at least in part, using digital image processing.
14. The apparatus of claim 8 , the computer-generated model being associated with a class of users including the user and one or more other users.
15. A computer program product comprising one or more non-transitory computer-readable media having computer program instructions stored therein, the computer program instructions being configured such that, when executed by one or more computing devices, the computer program instructions cause the one or more computing devices to:
provide a first set of content items for presentation via a client device associated with a user;
responsive to processing an indication of user interaction with a content item of the first set of content items, update a computer-generated model based, at least in part, on one or more features of the content item;
provide, for presentation via at least one of the client device or a second client device associated with the user, a second set of content items using the computer-generated model;
provide a third set of content items for presentation via at least one of the client device or the second client device; and
responsive to processing an indication of a lack of user interaction with a second content item of the third set of content items, update the computer-generated model based, at least in part, on one or more features of the second content item.
16. The computer program product of claim 15 , the computer program instructions being further configured to:
determine one or more features of each one of a plurality of content items;
wherein providing the second set of content items using the computer-generated model comprises:
selecting at least a portion of the plurality of content items using the computer-generated model based, at least in part, on the one or more features of each of the plurality of content items; and
providing, for presentation via the client device or the second client device, the portion of the plurality of content items.
17. The computer program product of claim 15 , wherein providing the second set of content items using the computer-generated model comprises:
selecting, using the computer-generated model, display features for a third content item of the second set of content items; and
providing the third content item according to the display features.
18. The computer program product of claim 15 , the computer-generated model associated with at least one of the user or a class of users including the user.
19. The computer program product of claim 15 , the computer program instructions being further configured to:
generate a digital image representing the content item, at least in part, by rendering the content item.
20. The computer program product of claim 15 , the computer program instructions being further configured to:
determine image features of the content item, at least in part, using digital image processing.