Kediska Xallinta Sare ee Sawirka

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

1. Waa maxay sababta hal-image-ka-qalin-ka-xallinta loogu yeedhay dhibaato 'jirtay'?
   • Sawirro badan oo kala duwan oo kala duwan ayaa laga yaabaa inay soo saaraan fikrad hoose oo isku mid ah
   • Sawirada wax gelinta had iyo jeer waa la kharribmay oo aan la hagaajin karin
   • Xisaabtu wax xal ah malaha
   • Waxay u baahan tahay xasuus ka badan GPU kasta
2. Waa maxay cilladda caadiga ah ee tababbarka shabakadaha xallinta sare leh oo keliya luminta MSE-caqliga leh?
   • Natiijadu waxay noqotaa mid aad u af badan oo buuq badan
   • Natiijooyinku waxay u muuqdaan kuwo ded-deg ah oo si xad-dhaaf ah u jilicsan
   • Qaabka ayaa diidaya inuu balaariyo sawirka
   • Waxay ka shaqayn kartaa oo kaliya sawirada cawl
3. Muxuu ku darayaa qaabka GAN-ku-saleysan ESRGAN si uu u horumariyo garashada garashada?
   • Kernel-ka is-dhex-galka laba-cubic ee waaweyn
   • Shaandheeyaha afaynta qarka ku salaysan
   • Midab-takoorka iyo muujinta aragtida-meel luminta
   • Xilliyo tababar oo badan oo kaliya
4. Maxay tahay sababta soo saarista xallinta sare si taxadar leh loogu daaweeyaa goobaha dambi baarista ama caafimaadka?
   • Had iyo jeer way ka tayo hooseeyaan gelinta
   • Laguma kaydin karo qaabab caadi ah
   • Waxay labanlaabaan cabbirka faylka mar kasta
   • Qaabku waxa uu hindisay tafaasiil macquul ah oo laga yaabo in aanay ahayn nuxurka dhabta ah
5. Sidee buu xallinta sare-ku-saleysan faafinta (sida SR3) u dhalisaa faahfaahin?
   • Iyadoo si isdaba joog ah loo sifaynayo qaylada si faahfaahsan tillaabooyin badan
   • Adiga oo ka koobiyaynaya pixels kaydka sawirada kaydka
   • Adigoo adeegsanaya hal iskudhaf afaysan
   • Adigoo ku cadaadinaya sawirka JPEG
6. Dhibaato noocee ah ayay Real-ESRGAN si gaar ah u beegsanaysaa marka la barbar dhigo moodooyinkii hore ee SR?
   • Sawirro kartoon ah oo keliya oo kor u qaadaya
   • La tacaalida xaalufka dunida dhabta ah ee qasan sida sawaxanka iyo cadaadiska
   • Hoos u dhigista xallinta sawirka si ulakac ah
   • U beddelashada sawirada garaafyada vector
7. What does the sub-pixel convolution in ESPCN do?
   • It estimates optical flow between video frames
   • It classifies objects without upsampling
   • It rearranges feature channels into a higher-resolution image grid
   • It adds a text prompt to an image embedding
8. What kind of image pairs did the RealSR dataset collect?
   • Only synthetic Gaussian-noise images
   • Text-only descriptions paired with audio
   • Unpaired medical scans from different patients
   • Real-world paired low- and high-resolution images captured with different cameras or zoom settings