20.500.12556/RUL-94553 Barvanje črnobelih slik z globokimi modeli Deep models for image coloring Barvna fotografija je prišla v vsakdanjo uporabo šele v zadnjih 50 letih, zato so razni arhivi polni črno-belih fotografij, katere bi njihovi lastniki radi obarvali. V ta namen so bili razviti različni algoritmični pristopi. V disertaciji predstavljamo nekaj novih avtomatskih pristopov za barvanje črno-belih slik in videov, ki so osnovani na strojnem učenju in konvolucijskih nevronskih mrežah. Pristope primerjamo s pristopi iz sorodnih del in jih preizkusimo na starih črno-belih slikah. Iz rezultatov je razvidno, da naši pristopi dosegajo kvaliteto barvanja pristopov iz sorodnih del. Naš nov pristop, ki obarva slike po delih, pa izboljša barvanje slik velikosti, ki so različne od tistih, na katerih je bila mreža naučena. Ta pristop je tudi naučen hitreje kot obstoječi pristopi, ki za barvanje uporabljajo celotne slike. Since the color photography came into everyday use in the last fifty years our grandparents are still owning many black and white photographs which we would like to colorize. Researchers are therefore encouraged to develop algorithmic approaches for black and white photographs and video colorization. We have developed a set of automatic approaches based on the machine learning and neural networks, which are using regression and classification. We compared them with approaches from related work. Our approaches reach the quality of colorization comparable to those from related works. Our new approach on image parts improves colorization of images which size is different from those from the training set. This approach is also faster in training than existing approaches that uses full images for learing. umetna inteligenca strojno učenje globoke nevronske mreže barvanje črno-belih slik umetna inteligenca strojno učenje globoke nevronske mreže barvanje črno-belih slik true false false Slovenski jezik Angleški jezik Magistrsko delo/naloga 2017-09-04 15:15:08 2017-09-04 15:15:11 2022-08-10 01:49:06 0000-00-00 00:00:00 2017 0 0 0000-00-00 NiDoloceno NiDoloceno NiDoloceno 0000-00-00 0000-00-00 0000-00-00 1970-01-01 19521 Godec_Primoz_-_Barvanje_crnobelih_slik_z_globokimi_modeli.pdf Godec_Primoz_-_Barvanje_crnobelih_slik_z_globokimi_modeli.pdf 1 F3A069A777A4075A4B1A1209933B0759 9a6a796f4892c7ab377273ee0bef05b77b4ae8dd2110b6b12fa1256599d9e057 8e5eafc8-a1b3-11eb-a523-00155dcfd717 20.500.12556/rul/5336a0a3-0af5-4394-b51f-6832d39fcaeb https://repozitorij.uni-lj.si/Dokument.php?lang=slv&id=102853 Fakulteta za računalništvo in informatiko 0 0 0