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Med različnimi tehnikami regularizacije je "izpuščanje nevronov" (v angleščini "dropout") ena izmed najbolj priljubljenih in učinkovitih metod za nevronske mreže. Koncept izpuščanja nevronov je preprost, a močan: med ucenjem se določen odstotek nevronov v mreži naključno "izklopi" ali izpusti. To pomeni, da se med posameznim prehodom naprej določeni nevroni (in njihove povezave) začasno odstranijo iz mreže. -V modelu sem uporabil izpuščanje nevronov na več ključnih mestih: +V modelu smo uporabili izpuščanje nevronov na več ključnih mestih: \begin{enumerate} \item \textbf{Izpuščanje Nevronov v Modelu Twins}: - Izpuščanje nevronov je bilo uporabljeno za regulacijo različnih komponent modela, vključno z deli, kot so \texttt{attn\_drop}, \texttt{proj\_drop}, \texttt{head\_drop}, \texttt{mlp\_drop1}, \texttt{mlp\_drop2} in \texttt{pos\_drops}.. + Izpuščanje nevronov je bilo uporabljeno za regulacijo različnih komponent modela, vključno z deli, kot so \texttt{attn\_drop}, \texttt{proj\_drop}, \texttt{head\_drop}, \texttt{mlp\_drop1}, \texttt{mlp\_drop2} in \texttt{pos\_drops}. Vsaka od teh komponent ima svojo specifično vlogo v arhitekturi modela. - Z dodajanjem izpuščanja nevronov na te komponente sem dodal dodatno raven regularizacije, ki pomaga preprečiti prekomerno prilagajanje. + Z dodajanjem izpuščanja nevronov na te komponente smo dodali dodatno raven regularizacije, ki pomaga preprečiti prekomerno prilagajanje. \item \textbf{Izpuščanje Nevronov v Modulu za Združevanje Značilnosti}: - Po vsaki konvolucijski operaciji v fuzijskem delu modela sem dodal izpuščanje nevronov. + Po vsaki konvolucijski operaciji v fuzijskem delu modela smo dodali izpuščanje nevronov. Konvolucijske plasti lahko hitro postanejo kompleksne in se prekomerno prilagodijo podatkom, zlasti ko delujejo na visokodimenzionalnih značilnostih. - Z dodajanjem izpuščanja nevronov po vsaki konvolucijski plasti sem zmanjšal to tveganje in povečal robustnost modela. + Z dodajanjem izpuščanja nevronov po vsaki konvolucijski plasti smo zmanjšali to tveganje in povečal robustnost modela. \end{enumerate} Izpuščanje nevronov je ena izmed najbolj učinkovitih tehnik regularizacije za nevronske mreže. -Z njegovo uporabo v modelu sem zagotovil, da je model bolj robusten in manj nagnjen k prekomernemu prilagajanju na učne podatke. +Z njegovo uporabo v modelu smo zagotovili, da je model bolj robusten in manj nagnjen k prekomernemu prilagajanju na učne podatke. V kompleksnih modelih, kot je Twins, kjer je veliko komponent, ki se lahko prekomerno prilagodijo podatkom, je uporaba izpuščanja nevronov ključnega pomena za zagotavljanje natančnih in zanesljivih rezultatov. \subsection{Rezultati}