Sentence examples for weak labels from inspiring English sources

To this end, a novel weakly supervised, multi-instance learning algorithm is designed to learn instance-wise vehicle detectors from such "weak labels".

SML auxiliary tasks tried to capture the intrinsic patterns underlying these weak labels, from either labels themselves, or their pairwise relationships with other examples.

The results indicate that with the proposed semi-supervised multi-task approach, auxiliary information (weak labels) is able to improve the accuracy of the predictive models for PPIs between HIV-1 and human proteins.

In this article, we designed a semi-supervised multi-task learning framework to integrate a larger set of potentially interacting protein pairs retrieved from literature (weak labels) and a smaller set of interactions annotated by experts.

SML models could be easily extended to other species or pairs of species, or to incorporate other auxiliary information, such as other kinds of weak labels or supporting information between unlabeled protein pairs.

We call them 'semi-supervised auxiliary task' in this article since the task, uses just weak labels with diverse levels of confidence (e.g. various keywords associated in NIAID database).

Then, the whole virtual props recommendation problem can be casted into a weak label problem [19].

Inspired by weak label learning and semi-supervised learning, it comes up with a third solution for concept variant problem in game props recommendation task, i.e., Co-MIML with co-training techniques.

Unfortunately, most do (see 2002 study that found phthalates in 70% of personal care products tested) [PDF], and the chemicals are not even listed on labels due to weak labeling laws that exempt companies from disclosing fragrance ingredients.

Plasma membranes displayed weak labeling only (data not shown).

These were numerous and smaller and only had a weak labelling for desmin (Fig. 6B).