Adapọ ati CutMix Augmentation Quiz

Awọn idahun ati awọn alaye han bi o ṣe n mu ibeere naa.

1. Bawo ni Mixup ṣe ṣẹda apẹẹrẹ ikẹkọ tuntun kan?
   • Nipa yiyi aworan ẹyọkan ati titọju aami rẹ
   • Nipa cropping a ID onigun mẹrin ati sisọnu o
   • Nipa yiyipada aworan si iwọn grẹy
   • Nipa sisọ awọn aworan meji laini laini ati awọn aami wọn pẹlu lambda iwuwo
2. Kini iyatọ mojuto laarin CutMix ati Mixup?
   • CutMix nlo aworan kan nikan nigbati Mixup nlo meji
   • CutMix lẹẹmọ alemo onigun lati aworan kan si omiiran dipo idapọ awọn piksẹli nibi gbogbo
   • CutMix yipada aami nikan kii ṣe aworan naa
   • CutMix kan ni iyasọtọ si data ọrọ
3. Ni CutMix, bawo ni iwuwo dapọ (lambda) fun awọn aami ti pinnu?
   • O wa titi nigbagbogbo ni 0.5
   • Nipa didan aworan didan
   • Nipa ipin agbegbe piksẹli aworan kọọkan n ṣe alabapin
   • Laileto, laisi ibatan si awọn aworan
4. Yato si aworan titẹ sii, kini ohun miiran ti Mixup ati CutMix ṣe atunṣe?
   • Aami naa, yiyi pada si ibi-afẹde adalu rirọ
   • Oṣuwọn ẹkọ ti o dara julọ
   • Awọn nọmba ti fẹlẹfẹlẹ ni awọn nẹtiwọki
   • Iwọn ipele naa
5. Pinpin wo ni a lo nigbagbogbo lati ṣe ayẹwo lambda olùsọdipúpọ?
   • Aṣọ pinpin lori odidi
   • Beta pinpin
   • Poisson pinpin
   • Pinpin Bernoulli pẹlu p ti o wa titi ni 1
6. Anfaani ti a ṣe akọsilẹ ti awọn afikun idapọ wọnyi ti ni ilọsiwaju:
   • Funmorawon ti oṣiṣẹ awoṣe faili
   • Iyara ikẹkọ nipa yiyọ iwulo fun isọdọtun
   • Agbara lati ṣe ikẹkọ laisi awọn aami eyikeyi
   • Agbara ati isọdiwọn ni afikun si deede
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