Guide-yakabatana mibvunzo · Pakati Nhanho

Mixup uye CutMix Augmentation Quiz

Edzai zvakasanganiswa zvemukati uye mavara, rectangular CutMix zvigamba, huremu hwenzvimbo, sampling yeBeta, uye nhamba dzakatarwa dzenzira dzese dziri mbiri.

Nzira dzekutungamira dzinoenderanaMixup Uye Cutmix Augmentation
Mubvunzo 1 ye 8

Ko Mixup inogadzira sei muenzaniso mutsva wekudzidzisa?

Tarisa mubvunzo wese8 mibvunzo

Mhinduro uye tsananguro zvinoonekwa paunenge uchitora bvunzo.

  1. Ko Mixup inogadzira sei muenzaniso mutsva wekudzidzisa?
    • Nekutenderedza mufananidzo mumwechete uye nekuchengeta label yawo
    • Nekudzvanya mativi asina kujairika uye nekuirasa
    • Nekushandura mufananidzo kuita grayscale
    • Nekududzira mutsara mifananidzo miviri uye mavara ayo ane huremu lambda
  2. Ndeupi musiyano mukuru pakati peCutMix uye Mixup?
    • CutMix inoshandisa mufananidzo mumwe chete nepo Mixup inoshandisa maviri
    • CutMix inonamira chigamba chine rectangular kubva pamufananidzo kuenda kune mumwe pane kusanganisa pixels kwese kwese
    • CutMix inoshandura chete label uye kwete mufananidzo
    • CutMix inoshanda chete kune data data
  3. MuCutMix, huremu hwekusanganisa (lambda) hwemazitapu hunotemwa sei?
    • Inogara yakagadziriswa pa 0.5
    • Nekupenya kwemufananidzo wakajeka
    • Nechikamu chenzvimbo yepixel mufananidzo wega wega unopa
    • Nenguva isipi, pasina hukama nemifananidzo
  4. Kunze kwemufananidzo wekuisa, chii chimwe chinogadziridza Mixup uye CutMix?
    • Chiratidzo, kuchishandura kuita chinangwa chakapfava chakasanganiswa
    • The optimizer's kudzidza mwero
    • Huwandu hwema layer mune network
    • Saizi yebatch
  5. Ndeipi kugovera kunowanzo shandiswa kuenzanisa kusanganisa coefficient lambda?
    • Kugovera kwakafanana pamusoro pemanhamba
    • Beta kugovera
    • Poisson distribution
    • Bernoulli kugovera ne p yakatarwa pa1
  6. Iyo yakanyorwa bhenefiti yeiyi musanganiswa augmentations inovandudzwa:
    • Kudzvinyirirwa kwefaira remuenzaniso rakadzidziswa
    • Kudzidzira kumhanya nekubvisa kudiwa kwe backpropagation
    • Kugona kudzidzisa pasina chero mavara
    • Kusimba uye kuenzanisa mukuwedzera kune chokwadi
  7. Mixup uses lambda = 0.25 for image A and one minus lambda for image B. What target weights follow?
    • 25% A and 75% B
    • 75% A and 25% B
    • 50% each regardless of lambda
    • 100% A because it is listed first
  8. A CutMix patch replaces 20% of image A’s pixel area with image B. What label weights does the stated area rule use?
    • 20% A and 80% B
    • 100% B for any patch
    • 80% A and 20% B
    • 50% each for all rectangles