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This semi-supervised methodology allows us to build models based on weakly labelled data while incrementally learning latent positive and negative samples.
We instead train convolutional networks in a supervised setting but use weakly labelled data which are large amounts of unannotated Web images downloaded from Flickr and Bing.
Strong signals were observed in all cold water species, i.e. Phaeocystis antarctica and Phaeocystis pouchetii, whereas other warm-water Phaeocystis spp. were not labelled or only weakly labelled with the ITS-1 probe.
Additionally, the Sez-6 antibody weakly labelled other neuronal cell types including bipolar and horizontal cells although specific Sez-6 immunostaining was notably absent from photoreceptors.
In total, we identified a comprehensive set of TH-GAL4 positive neurons, leaving only weakly labelled neurons unidentified due to the limitations of the flp-out technique (Figures 5, 6 and 7).
In all samples of high grade carcinoma, antibodies against P2X3 weakly labelled all cell layers).
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In the backend, YouTube's sound captioning system is based on a Deep Neural Network model the team trained on a set of weakly labeled data.
Our observation is that weakly labeled information can be derived from videos involving human-object interactions.
From Table 5, our results show strong performance boost from using the weakly labeled training data.
Visually similar objects are extracted automatically from weakly labeled videos hence bypassing the tedious process of manually annotating training data.
Special emphasis is put on the fields of pattern recognition and clustering involving partially (or, weakly) labeled data sets.
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