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direction method\name | direction effect | approximate direction | additional comments
| during positive edit | power range to |
| (during negative edit | editing works well |
| effect is reversed) | (found empirically) |
fs_directions:
fs_glasses | add glasses | [-20; 30] | may open mouth
fs_smiling | add smile | [-10; 10]
fs_makeup | add make-up | [-10; 15] | bad works with men
ganspace_directions:
eye_openness | close eyes | [-30; 45]
trimmed_beard | remove beard | [-30; 30] | bad works with women
lipstick | add lipstick | [-30; 30] | bad works with men
face_roundness | make face rounder | [-20; 15]
nose_length | decreace nose length | [-30; 30] | may open mouth
eyebrow_thickness | decreace eyebrow | [-20; 20]
| thickness |
displeased | add sadness | [-10; 10]
interfacegan_directions:
age | increase age | [-10; 10]
smile | add smile | [-5 ; 5 ] | may cause hair artefacts, better use fs_smiling
rotation | turn face right | [-7 ; 7 ]
styleclip_directions:
afro | afro hairstyle | [0; 0.14]
angry | make angrier | [0; 0.14] | cause background artefacts
bobcut | bobcut hairstyle | [0; 0.18] | cause background artefacts
bowlcut | bowlcut h. style | [0; 0.14] | cause background artefacts
mohawk | mohawk hairstyle | [0; 0.10] | cause background artefacts
curly_hair | add curls | [0; 0.12]
purple_hair | dye hair purple | [0; 0.12]
surprised | make more surprised | [0; 0.10]
beyonce | make similar to ... | [0; 0.12]
hilary_clinton | make similar to ... | [0; 0.10]
depp | make similar to ... | [0; 0.12]
taylor_swift | make similar to ... | [0; 0.10]
trump | make similar to ... | [0; 0.10]
zuckerberg | make similar to ... | [0; 0.10]
stylespace_directions:
black hair | darken hair | [-7; 10]
blond hair | darken hair | [-10; 7] | yes, positive power darkens hair
grey hair | make hair colored | [-7 ; 7] | negative means make hair grey
wavy hair | add hair length | [-7 ; 7]
receding hairline | remove bald | [-10; 10]
smiling | remove smile | [-10; 10] | better use fs_smiling
sideburns | remove sideburns | [-7 ; 7] | bad works with women
goatee | remove goatee | [-7 ; 7] | bad works with women
earrings | add earrings | [0 ; 15] | bad works with men
glasses | remove glasses | [-10; 10]
gender | add femininity | [-10; 7] | better use global mapper
You can alse use directions from text prompts via StyleClip Global Mapper (https://arxiv.org/abs/2103.17249).
Such directions look as follows: "styleclip_global_{neutral prompt}_{target prompt}_{disentanglement}" where
neutral prompt -- some neutral description of the original image (e.g. "a face")
target prompt -- text that contains the desired edit (e.g. "a smilling face")
disentanglement -- positive number, the more this attribute - the more related attributes will also be changed (e.g.
for grey hair editing, wrinkle, skin colour and glasses may also be edited)
Example: "styleclip_global_a face_a face with black hair_0.18" |