Sentence examples for labeled scarce from inspiring English sources

Correspondingly, ab6 revealed MMP-9 expression in microglia in the INL, but also labeled scarce neurons in the ganglion cell layer (GCL) (Fig.  3b c).

Semi-supervised approaches have been applied to conquer limitations of supervised and unsupervised methods when labeled data is scarce and obtaining large amounts of labeled data is expensive and time consuming [ 16, 17].

Contralaterally, labeled neurons were much scarcer and were scattered throughout the same areas.

Semi-supervised learning is of great interest because it can use readily available unlabelled data to improve supervised learning tasks when labelled data are scarce or expensive.

Further, labeled image data is more scarce as compared to labeled text data.

Image classification currently has two challenges: (1) labeled image data is relatively scarce and expensive to collect and (2) features of image data lack semantic meaning for class prediction as they represent visual features rather than conceptual ones.

Active learning: In many real-world applications, we have to face such a situation: data may be abundant but labels are scarce or expensive to obtain.

Frequently, in the context of big data, we have to face such a situation: data may be abundant but labels are scarce or expensive to obtain.

The most expensive and scarce resource in any detection problem (feature selection/classification) tends to be the acquiring of labeled training patterns from which to design the system.

Other brain areas presented a similar pattern of pSer9GSK3β labeling at the light microscope, with abundant labeling of non-reactive microglia and scarce labeling of neurons.

Special offers and low-margin goods, such as the cheapest own-label lines, are scarce in convenience stores.Asda is coming late to the small-store format.