But we would like to learn how to segregate the object in this image, in an unsupervised way.
The proposed techniques can be determined the cluster centers and membership grade of patterns through the unsupervised way.
The automated acquisition system employs an algorithm which works in two steps, in a totally unsupervised way.
So in this case, you're providing the information k, but there are even ways to choose that k in a totally unsupervised way.
Autonomous robots interacting with humans in an evolving environment need the ability to acquire knowledge from their multiple perceptual channels in an unsupervised way.
This work proposes a hierarchical biologically-inspired architecture for learning sensor-based spatial representations of a robot environment in an unsupervised way.
Data-adaptive, as opposed to deterministic, representations can be learned, in a supervised or unsupervised way by imposing criteria on a representation map, for example the preservation of distances or the reconstruction accuracy.
So we do research for a nice and easy way to learn about this, but still in an unsupervised way because we, for instance, there's no easy way to get them labeled like that.
We have been investigating systems that learn in an unsupervised way from natural videos gathered from the internet, and are able to perform an unconstrained face recognition task on natural images.
By structuring high-dimensional, multimodal information into a set of distinct sub-manifolds in a fully unsupervised way, it performs a substantial dimensionality reduction by providing both a symbolic representation of data and a fine discrimination between two similar stimuli.
These techniques will construct a dictionary of templates extracted in an unsupervised way from reference recordings and then crawl over a large number of recordings to examine the underlying bioacoustic activity.
