Machine learningDeep learning / NLP / CV

Konvoluciona neuronska mreža sa slabim nadzorom

Konvoluciona neuronska mreža sa slabim nadzorom (WS-CNN) je konvoluciona neuronska mreža obučena sa nepotpunim, grubim ili bučnim anotacijama umesto punih oznaka na nivou piksela ili bounding box-a. Tipične slabe oznake uključuju oznake klase na nivou slike, delimične anotacije ili bučne oznake prikupljene od mase korisnika. Model uči da klasifikuje i često grubo locira objekte koristeći ove jeftinije signale nadzora nižeg kvaliteta.

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Izvori

  1. Zhou, B., Khosla, A., Lapedriza, A., Oliva, A., & Torralba, A. (2016). Learning deep features for discriminative localization. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2921–2929. DOI: 10.1109/CVPR.2016.319
  2. Oquab, M., Bottou, L., Laptev, I., & Sivic, J. (2015). Is object localization for free? — Weakly-supervised learning with convolutional neural networks. Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 685–694. DOI: 10.1109/CVPR.2015.7298668

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ScholarGate. (2026, June 3). Weakly Supervised Convolutional Neural Network. ScholarGate. https://scholargate.app/sr/deep-learning/weakly-supervised-convolutional-neural-network

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Citirana u

ScholarGateWeakly supervised convolutional neural network (Weakly Supervised Convolutional Neural Network). Preuzeto 2026-06-15 sa https://scholargate.app/sr/deep-learning/weakly-supervised-convolutional-neural-network · Skup podataka: https://doi.org/10.5281/zenodo.20539026