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You can reproduce all paper images with the following commands.

Teaser (Fig.1)

Our key results. You should be able to reproduce all the exact results.

Tiger

PROMPT="A painting of a tiger, on the wall in the living room"
python ./bin/DDCmd.py -roi 0.0,0.4,0.0,0.5 -ei 1,5 -nt 5  -s 1.0 -ns 10 -p "$PROMPT" --seed 6424413 -m
python ./bin/DDCmd.py -roi 0.2,0.6,0.0,0.5 -ei 1,5 -nt 5  -s 1.0 -ns 15 -p "$PROMPT" --seed 2094889 -m
python ./bin/DDCmd.py -roi 0.4,0.8,0.0,0.5 -ei 1,5 -nt 20 -s 2.5 -ns 10 -p "$PROMPT" --seed 2932378 -m
python ./bin/DDCmd.py -roi 0.6,1.0,0.0,0.5 -ei 1,5 -nt 20 -s 2.5 -ns 10 -p "$PROMPT" --seed 3570630 -m

One constrain Car

PROMPT="A yellow Aston martin DB5 car on a bridge"
python ./bin/DDCmd.py -roi 0.5,1.0,0.0,0.5 -ei 1,5 -nt 30 -s 2.0 -ns 10 -p "$PROMPT" --seed 2483964026821236
python ./bin/DDCmd.py -roi 0.0,0.5,0.0,0.5 -ei 1,5 -nt 20 -s 1.5 -ns 15 -p "$PROMPT" --seed 1383323
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 1,5 -nt 30 -s 2.0 -ns 10 -p "$PROMPT" --seed 2483964026821236
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 1,2 -nt 20 -s 2.5 -ns 10 -p "$PROMPT" --seed 2483964026821236

Two constrains

# Two regions
PROMPT="A red cube on top of a blue sphere"
python ./bin/DDCmd.py -roi 0.4,0.7,0.1,0.5 0.4,0.7,0.5,0.9 -ei 2,3 8,9 -nt 10,10 -s 2.5,2.5 -ns 20 -p "$PROMPT" --seed 2483964026830 -m
PROMPT="A dog sitting next to a mirror"
python ./bin/DDCmd.py -roi 0.0,0.5,0.0,1.0 0.5,1.0,0.0,1.0 -ei 1,2 6,7 -nt 20,20 -s 1.0,1.0 -ns 5 -p "$PROMPT" --seed 24839640268232521 -m

Retired

# Retired
PROMPT="A painting of a squirrel eating a burger"
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 7,8 -nt 20 -s 1.0 -ns 5 -p "$PROMPT"
python ./bin/DDCmd.py -roi 0.0,0.5,0.0,0.5 -ei 7,8 -nt 20 -s 1.0 -ns 5 -p "$PROMPT"
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 7,8 -nt 5 -s 2.0 -ns 15 -p "$PROMPT"
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 7,8 -nt 10 -s 1.0 -ns 5 -p "$PROMPT"

# Retired
PROMPT="A car on a bridge"
python ./bin/DDCmd.py -roi 0.0,0.5,0.0,0.5 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "A car on a bridge"
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 1,2 -nt 20 -s 2.5 -ns 10 -p "A car on a bridge"
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 1,2 -nt 20 -s 2.5 -ns 10 -p "A car on a bridge"
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 1,2 -nt 30 -s 2.0 -ns 10 -p "A car on a bridge"
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 1,2 -nt 5 -s 2.0 -ns 0 -p "A car on a bridge"

Trialing attention (Fig6)

  • To show it handles the consistency
  • To show it can guide our AttnEditing more stable
PROMPT="A painting of a squirrel eating a burger"
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 7,8 -nt 0 5 10 15 20 -s 2.0 -ns 1 -p "$PROMPT" $DEBUG
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 7,8 -nt 0 5 10 15 20 -s 2.0 -ns 3 -p "$PROMPT" $DEBUG
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 7,8 -nt 0 5 10 15 20 -s 2.0 -ns 5 -p "$PROMPT" $DEBUG
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 7,8 -nt 0 5 10 15 20 -s 2.0 -ns 10 -p "$PROMPT" $DEBUG
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 7,8 -nt 0 5 10 15 20 -s 2.0 -ns 15 -p "$PROMPT" $DEBUG

Main experiments Sliding window (Fig7)

# sliding
PROMPT="A cat sitting on a car"
python ./bin/DDCmd.py -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.4,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.1,0.5,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.2,0.6,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.3,0.7,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.4,0.8,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,0.9,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.6,1.0,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826

# sliding
PROMPT="A dog hiding behind the chair"
python ./bin/DDCmd.py -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.4,0.0,1.0 -ei 1,2 -nt 10 -s 2.5 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.1,0.5,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 5  -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.2,0.6,0.0,1.0 -ei 1,2 -nt 20 -s 1.0 -ns 5  -p "$PROMPT" --seed 248396402123
python ./bin/DDCmd.py -roi 0.3,0.7,0.0,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 5  -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.4,0.8,0.0,1.0 -ei 1,2 -nt 20 -s 1.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,0.9,0.0,1.0 -ei 1,2 -nt 10 -s 2.5 -ns 5  -p "$PROMPT" --seed 248396402123
python ./bin/DDCmd.py -roi 0.6,1.0,0.0,1.0 -ei 1,2 -nt 10 -s 1.0 -ns 5  -p "$PROMPT" --seed 24839640279


PROMPT="A stone castle surrounded by lakes and trees"
python ./bin/DDCmd.py -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.4,0.0,1.0 -ei 1,2,3 -nt 10 -s 1.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.1,0.5,0.0,1.0 -ei 1,2,3 -nt 10 -s 1.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.2,0.6,0.0,1.0 -ei 1,2,3 -nt 10 -s 1.0 -ns 5 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.3,0.7,0.0,1.0 -ei 1,2,3 -nt 10 -s 1.0 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.4,0.8,0.0,1.0 -ei 1,2,3 -nt 10 -s 2.5 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,0.9,0.0,1.0 -ei 1,2,3 -nt 10 -s 2.5 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.6,1.0,0.0,1.0 -ei 1,2,3 -nt 10 -s 1.0 -ns 10 -p "$PROMPT" --seed 2483964026826

Main experiments Four quadrants (Fig8)

Sun

# four quadrants
PROMPT="The sun shining on a house"
python ./bin/DDCmd.py -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.5,0.0,0.5 -ei 1,2 -nt 30 -s 1.0 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 1,2 -nt 10 -s 2.5 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 1,2 -nt 10 -s 1.0 -ns 5  -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,1.0,0.0,0.5 -ei 1,2 -nt 20 -s 2.5 -ns 20 -p "$PROMPT" --seed 2483964026826

Dog

PROMPT="a dog diving into a pool in sunny day"
python ./bin/DDCmd.py -p  "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.5,0.0,0.5 -ei 1,2 -nt 10 -s 5.0 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 1,2 -nt 10 -s 5.0 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 1,2 -nt 10 -s 2.5 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,1.0,0.0,0.5 -ei 1,2 -nt 10 -s 2.5 -ns 10 -p "$PROMPT" --seed 2483964026826

Diver

PROMPT="a diver swimming through a school of fish"
python ./bin/DDCmd.py -p  "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.5,0.0,0.5 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.0,0.5,0.5,1.0 -ei 1,2 -nt 20 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,1.0,0.5,1.0 -ei 1,2 -nt 10 -s 2.5 -ns 20 -p "$PROMPT" --seed 2483964026826
python ./bin/DDCmd.py -roi 0.5,1.0,0.0,0.5 -ei 1,2 -nt 10 -s 5.0 -ns 10 -p "$PROMPT" --seed 2483964026826

Cube/Sphere

PROMPT="A red cube above a blue sphere"
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 10 -p "$PROMPT" --seed 2483964026821236
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 1213698
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 5940489
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 20,20 -s 1.0,1.0 -ns 10 -p "$PROMPT" --seed 2970109
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 2390759
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 4147864
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 3117136
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 4313672
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 2551065

Cube/Sphere (Fig9)

PROMPT="A red cube above a blue sphere"
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 10 -p "$PROMPT" --seed 2483964026821236
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 1213698
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 5940489
python ./bin/DDCmd.py -roi 0.4,0.7,0.0,0.5 0.4,0.7,0.5,1.0 -ei 2,3 6,7 -nt 20,20 -s 1.0,1.0 -ns 10 -p "$PROMPT" --seed 2970109
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 2390759
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 4147864
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 3117136
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 4313672
python ./bin/DDCmd.py -roi 0.3,0.8,0.0,0.5 0.3,0.8,0.5,1.0 -ei 2,3 6,7 -nt 10,10 -s 1.0,1.0 -ns 20 -p "$PROMPT" --seed 2551065