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Clean images, when subjected to prolonged transmission, improper image acquisition or conditioned to multiple feature changes, lead to image tarnishing due to unwanted noisy pixels. This proposes to be a major threat in image-processing and computer vision fields. With the evolution of denoising models in the field of Neural Networks, efficient noise removal has become achievable, in a real-time scenario...
Autoenkoder jest siecią neuronową złożoną z pary koder-dekoder. Koder odpowiada za redukcję wymiarowości danych w modelu przy jednoczesnym zachowaniu kluczowych cech, niezbędnych do odtworzenia danych wejściowych przez dekoder. Z uwagi na cechy architektury wewnętrznej wyodrębnia się autoenkodery deterministyczne oraz probabilistyczne. Istnieją wyspecjalizowane wersje autoenkoderów odpowiadające tematyce...