Kedis ku xidhan hagaha · Dhexdhexaad Heerka

Kediska Cadaadiska Aan-U Sarreynin

Dib u eeg NMS hunguriga leh, Isgoysyada Ururka, kala dambaynta kalsoonida, ganacsiyada xad-dhaafka ah ee muuqaalka, iyo xakamaynta dhibcaha jilicsan.

Wadooyinka haga ee la xidhiidhaCadaadis Aan Ugu Badnayn
Su'aal 1 ee 8

Waa maxay ujeedada ugu weyn ee Cadaadiska Aan-Ugu Weynayn ee ogaanshaha shay?

Horudhac su'aal kasta8 su'aalo

Jawaabaha iyo sharraxaadaha waxay soo baxayaan markaad qaadanayso kediska.

  1. Waa maxay ujeedada ugu weyn ee Cadaadiska Aan-Ugu Weynayn ee ogaanshaha shay?
    • Si aad meesha uga saarto sanduuqyada is-dul-saaran ee is-dul-saaran, adigoo hal shay ku haynaya
    • Si loo kordhiyo tirada sanduuqyada la ogaaday
    • Si loo cabbiro sawirka gelinta
    • Si aad u tababarto miisaanka baaraha
  2. Halbeegkee ayuu NMS-ta caadiga ahi adeegsadaa si uu u go'aamiyo in laba sanduuq ay aad isugu dul-maan yihiin iyo in kale?
    • Fogaanta Euclidean ee u dhaxaysa xarumaha
    • Isgoysyada sare ee Ururka (IoU)
    • Isku ekaanshaha Cosine ee sifooyinka
    • Farqiga midabka Pixel
  3. NMS-da hunguriga leh, sanduuqkee ayaa la doortaa marka hore wareeg kasta?
    • Sanduuqa ugu weyn aag ahaan
    • Sanduuqa ugu dhow xarunta sawirka
    • Sanduuqa leh dhibcaha kalsoonida ugu sareysa
    • Sanduuq si aan kala sooc lahayn loo doortay
  4. Waa maxay daciifnimada la og yahay ee hunguriga NMS ee goobaha dadku ku badan yihiin?
    • Ma xamili karto sawirada midabka
    • Had iyo jeer waxay soo saartaa sanduuqyo aad u yar guud ahaan
    • Waxay u baahan tahay tababarka GPU si uu u shaqeeyo
    • Waxa laga yaabaa inay cabudhiso shay dhab ah oo u dhow oo ku dul wareegaya sanduuq la hayo
  5. Sidee Soft-NMS uga duwan yahay heerka NMS?
    • Waxay qurxinaysaa dhibcaha santuuqyada is dulsaaran halkii ay si toos ah uga saari lahaayeen
    • Waxay tirtirtaa dhammaan sanduuqyada iyada oo aan loo eegin dhibcaha
    • Waxay iska indha tirtaa buundooyinka kalsoonida gabi ahaanba
    • Waxay shaqeysaa oo kaliya inta lagu jiro tababarka
  6. Waa maxay sababta NMS sida caadiga ah si gaar ah loogu dabaqo fasalka shay kasta?
    • Sababtoo ah fasal kastaa wuxuu u baahan yahay xallin sawir oo ka duwan
    • Markaa sanduuq ka mid ah hal fasal ma xakameeyo sanduuqa fasal kale
    • Si algorithm-ka looga dhigo mid gaabis ah ulajeedka
    • Sababtoo ah IoU laguma xisaabin karo dhammaan fasallada
  7. How is Intersection over Union (IoU) calculated for two detection boxes?
    • Union area divided by the intersection area
    • The sum of both box perimeters
    • Intersection area divided by the union area
    • The distance between the box centers
  8. What is a typical effect of lowering the IoU threshold in greedy NMS?
    • Fewer boxes are suppressed in all cases
    • The detector retrains its class labels
    • The confidence scores are converted into image pixels
    • More overlapping boxes are suppressed, which can risk removing nearby real objects