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Few-Shot-Datasets.md

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Few Shot Sets

Listed from farthest to closest domain distance:

$d = 0.834322 \pm 0.002386$

test

Note: way more than 100 to choose from, we would likely want to remove any not well cropped images (e.g. image #2) from our "few shot" set

$d = 0.720260 \pm 0.002163$

test

$d = 0.693299 \pm 0.002752$

test

$d = 0.683711 \pm 0.002693$

test

$d = 0.669543 \pm 0.002296$

test

CelebA_Bald (Subset of CelebA : 2.24%)

$d = 0.64849 \pm 0.00308$

test

CelebA_Eyeglasses (Subset of CelebA : 6.51%)

$d = 0.64538 \pm 0.00347$

test

CelebA_Mustache (Subset of CelebA : 4.15%)

$d = 0.64148 \pm 0.00334$

test

$d = 0.639513 \pm 0.002368$

test

CelebA_Bangs (Subset of CelebA : 15.16%)

$d = 0.63688 \pm 0.00344$

test

CelebA_Gray_Hair (Subset of CelebA : 4.19%)

$d = 0.63210 \pm 0.00318$

test

CelebA_Heavy_Makeup (Subset of CelebA : 38.69%)

$d = 0.62494 \pm 0.00286$

test

Other Dataset Options

UTKFace: 20K face images with labels embedded in the file name (`[age][gender][race]_[date&time].jpg"), so we could potentially pull a subset of young or old. One problem is that the "in wild" are probably not going to work, but the cropped versions are cropped quite closely, which makes me hesitant to use it.

Tufts Face Database: Would probably use the "2D RGB Emotion" Dataset, and then subset to certain participants. Have to fill out google form, so haven't seen what the data looks like

FFHQ: No labels (as far as I know), so maybe not a great option

Other CelebA Attributes

Listed in order of proportion:

Attribute
Bald 0.0224433
Mustache 0.0415451
Gray_Hair 0.0419499
Pale_Skin 0.0429469
Double_Chin 0.0466883
Wearing_Hat 0.0484603
Blurry 0.0508986
Sideburns 0.0565106
Chubby 0.0575669
Goatee 0.0627644
Eyeglasses 0.0651188
Rosy_Cheeks 0.065721
Wearing_Necktie 0.0727151
Receding_Hairline 0.0797783
5_o_Clock_Shadow 0.111136
Narrow_Eyes 0.115149
Wearing_Necklace 0.122967
Bushy_Eyebrows 0.142168
Blond_Hair 0.147992
Bangs 0.151575
Wearing_Earrings 0.188925
Bags_Under_Eyes 0.204572
Brown_Hair 0.205194
Straight_Hair 0.208402
Big_Nose 0.234532
Black_Hair 0.239251
Big_Lips 0.240796
Arched_Eyebrows 0.266981
Pointy_Nose 0.277445
Oval_Face 0.284143
Wavy_Hair 0.319567
Heavy_Makeup 0.386922
Male 0.416754
High_Cheekbones 0.455032
Wearing_Lipstick 0.472436
Smiling 0.48208
Mouth_Slightly_Open 0.483428
Attractive 0.512505
Young 0.773617
No_Beard 0.83494