Digital picture frame content clustering
A method for automated routing of pictures taken on mobile electronic devices to a digital picture frame including a camera integrated with the frame, and a network connection module allowing the frame for direct contact and upload of photos from electronic devices or from photo collections of community members. The integrated camera is used to automatically determine an identity of a frame viewer and can capture gesture-based feedback. The displayed photos are automatically shown and/or changed according to the detected viewers. The photos can be filtered and cropped at the receiver side. Clustering photos by content is used to improve display and to respond to photo viewer desires.
1 . A method of displaying photos on a digital picture frame including a digital display mounted within a frame, and a network connection module, the method comprising:
automatically clustering photos within a digital photo collection into a plurality of sub-clusters, each for a corresponding common detected person shown in the photos, wherein each of the plurality of sub-clusters is formed for the corresponding common detected person within a timeframe;
extracting a photo content feature from the corresponding common detected person within the each of the sub-clusters of photos to form a cluster content representation, wherein the extracted photo content feature is predetermined as having a limited change between more than one timeframe and is selected from eye distance, head shape, and nose shape;
comparing the cluster content representation of the each of the sub-clusters to further cluster content representations of other of the sub-clusters to determine related sub-clusters for the corresponding common detected person, wherein an age progression of the common detected person is represented in the related sub-clusters;
linking the related sub-clusters together to form a cluster of the corresponding common detected person throughout a lifetime for display; and
automatically displaying a slideshow on the digital display of the photos from the digital photo collection as a function of the clustering.
2 . The method of claim 1 , further comprising comparing metadata of the photos to identify or confirm the photos in the sub-clusters.
3 . The method of claim 1 , further comprising automatically clustering the photos of a preselected photographed person.
4 . The method of claim 3 , further comprising automatically identifying the photographed person and/or clustering the photos by facial features.
5 . The method of claim 1 , further comprising filtering clusters of photos as a function of quality and/or content, wherein photos of low quality or photos including predetermined people, activities, and/or locations are removed from the clusters.
6 . The method of claim 1 , wherein the cluster content representation comprises a cluster centroid of averaged photo content features within each of the plurality of sub-clusters, and further comprising:
comparing centroids between the plurality of sub-clusters to determine the related clusters; and
linking or grouping the related clusters for display as a function of similar centroids.
7 . The method of claim 1 , further comprising comparing clusters of photos across more than one digital photo collection over a network and sharing related clusters over the network for viewing on the digital picture frame.
8 . The method digital picture frame of claim 1 , further comprising:
comparing the cluster content representation of the each of the sub-clusters to new photos added to the digital photo collection, to determine a corresponding sub-cluster for each of the new photos;
linking the each of the new photos to the corresponding sub-cluster for display; and
automatically displaying a slideshow on the digital display of the original photos and the new photos from the digital photo collection as a function of the clustering.