Machine learningDeep learning / NLP / CV

Slabo nadzirana konvolucijska neuronska mreža

Slabo nadzirana konvolucijska neuronska mreža (CNN) je konvolucijska neuronska mreža trenirana s nepotpunim, grubim ili bučnim anotacijama umjesto potpunih oznaka na razini piksela ili okvira. Tipične slabe oznake uključuju oznake klase na razini slike, djelomične anotacije ili bučne oznake dobivene putem grupnog rada (crowd-sourcing). Model uči klasificirati i često grubo lokalizirati objekte koristeći ove jeftinije, niže kvalitetne signale nadzora.

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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

Kako citirati ovu stranicu

ScholarGate. (2026, June 3). Weakly Supervised Convolutional Neural Network. ScholarGate. https://scholargate.app/hr/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 s https://scholargate.app/hr/deep-learning/weakly-supervised-convolutional-neural-network · Skup podataka: https://doi.org/10.5281/zenodo.20539026