Datasets:
Dataset Viewer
model
stringclasses 4
values | prompt
stringlengths 43
246
| guidance_scale
int64 7
7
| num_inference_steps
int64 20
20
| img
imagewidth (px) 768
768
| __index_level_0__
int64 0
4k
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StableDiffusion-XL | Digital painting of: luxury watches for a gentleman. | 7 | 20 | 3,967 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: workers can be seen building up the scaffolding around tourist attraction. | 7 | 20 | 3,940 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: shopping cart with a piggy bank inside. | 7 | 20 | 3,986 |
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StableDiffusion-XL | Magical realism photo of: one of my favorites so far !. | 7 | 20 | 3,529 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: psychedelic portraits by person - incorporating colour through paint or watercolour would be an interesting combination with photography .. | 7 | 20 | 3,560 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: english civil parish , and person of hotel. | 7 | 20 | 3,623 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: person , somewhere deep in the forest. | 7 | 20 | 3,915 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: young trees in the forest .. | 7 | 20 | 3,771 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: a fashion look featuring sweaters , sneakers and backpacks .. | 7 | 20 | 3,893 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: funny baby boy on the beach - people. | 7 | 20 | 3,730 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: many types of seafood are found at the fish market. | 7 | 20 | 3,683 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: holiday prominent temples to seal the festival for you !. | 7 | 20 | 3,896 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: young woman looking down the barrel of a gun. | 7 | 20 | 3,558 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: biological species foraging in the snow. | 7 | 20 | 3,720 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: look at those gorgeous eyes .. | 7 | 20 | 3,811 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: the bottom lock of the flight. | 7 | 20 | 3,933 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: view : window view beyond from the living room of person and hillside home .. | 7 | 20 | 3,611 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: the death of person , this painting was created by painting artist .. | 7 | 20 | 3,923 |
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StableDiffusion-XL | Magical realism photo of: baby sleeping with a pacifier in its mouth. | 7 | 20 | 3,889 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: flats a listed building opened and undergoing renovation by business. | 7 | 20 | 3,905 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: trees on a yellow background. | 7 | 20 | 3,936 |
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StableDiffusion-XL | Digital painting of: cross icon or logo in modern line style .. | 7 | 20 | 3,887 |
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StableDiffusion-XL | Magical realism photo of: illustration of a red toy car on a white background. | 7 | 20 | 3,559 |
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StableDiffusion-XL | Magical realism photo of: leather , these r beautiful , but i think i might be like retail in the bathroom on that episode of friends !. | 7 | 20 | 3,754 |
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StableDiffusion-XL | Magical realism photo of: love this old clock face against a clean modern wall. | 7 | 20 | 3,729 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: a worker clears snow in front of headquarters on tuesday. | 7 | 20 | 3,975 |
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StableDiffusion-XL | Magical realism photo of: a bunch of over ripe bananas on a white background. | 7 | 20 | 3,834 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: father and child walking along a train at the railway station. | 7 | 20 | 3,545 |
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StableDiffusion-XL | Digital painting of: the shop in the historic old town area .. | 7 | 20 | 3,767 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: blue skies + palm trees ... what fall looks like. | 7 | 20 | 3,693 |
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StableDiffusion-XL | Magical realism photo of: the triumphant team also posed for this powerful photo following their victory. | 7 | 20 | 3,699 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: buildings at the old town next .. | 7 | 20 | 3,911 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: coconut trees on the beach. | 7 | 20 | 3,645 |
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StableDiffusion-XL | Magical realism photo of: corridor of a modern apartment building -- stock photo #. | 7 | 20 | 3,579 |
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StableDiffusion-XL | Digital painting of: isolated wooden chopsticks on a white background. | 7 | 20 | 3,737 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: the super cool cap of pawn. | 7 | 20 | 3,946 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: family fun at the beach. | 7 | 20 | 3,773 |
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StableDiffusion-XL | Magical realism photo of: could the latest cost around $999 ?. | 7 | 20 | 3,659 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: small plant in a clay pot - over white. | 7 | 20 | 3,785 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: check out these flirty haircuts for square faces that angle your face and highlight your cheekbones !. | 7 | 20 | 3,881 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: parents and child walking on the beach at sunset. | 7 | 20 | 3,873 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: digital art selected for the #. | 7 | 20 | 3,851 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: island : passenger jet is making a landing. | 7 | 20 | 3,891 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: low section of people with suitcases standing in queue at the airport. | 7 | 20 | 3,790 |
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StableDiffusion-XL | Magical realism photo of: ship type adds new 130 model to the range. | 7 | 20 | 3,869 |
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StableDiffusion-XL | Digital painting of: sunset at the end of a bridge. | 7 | 20 | 3,702 |
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StableDiffusion-XL | Magical realism photo of: grunge paper with bunch of flower on the wooden background. | 7 | 20 | 3,879 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: small tiny newborn baby laying on the bed. | 7 | 20 | 3,586 |
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StableDiffusion-XL | Digital painting of: biological species sitting on a rock in a pond. | 7 | 20 | 3,692 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: the season started with a beautiful game football player hails football team. | 7 | 20 | 3,686 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: whitetail deer buck standing in a woods in winter snow. | 7 | 20 | 3,866 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: small flag on a red heart and the word i to express love for the national flag. | 7 | 20 | 3,540 |
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StableDiffusion-XL | Digital painting of: globe isolated on white background .. | 7 | 20 | 3,762 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: glorious archaelogical site passing tourists wandering around the ruins. | 7 | 20 | 3,908 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: nice abs - not sure about the shorts .. | 7 | 20 | 3,830 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: person is a natural wonder that resembles a landscape similar .. | 7 | 20 | 3,715 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: a low exterior shot of a car driving through the desert. | 7 | 20 | 3,920 |
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StableDiffusion-XL | Digital painting of: it 's cameras and phones at the ready as dream pop artist performs live .. | 7 | 20 | 3,572 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: rural scenic landscape with crossroad on hill in forest .. | 7 | 20 | 3,848 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: furnished industry with pool m to the beach. | 7 | 20 | 3,633 |
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StableDiffusion-XL | Digital painting of: bridge over geographical feature category -- stock photo #. | 7 | 20 | 3,857 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: a field with poppies and an old ruined stone cottage .. | 7 | 20 | 3,835 |
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StableDiffusion-XL | Magical realism photo of: an artist 's impression of how the estate will look after homes are built as part of £ 100m transformation. | 7 | 20 | 3,709 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: behind the scenes of photography. | 7 | 20 | 3,598 |
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StableDiffusion-XL | Magical realism photo of: black top with metallic and gold chain on the neck. | 7 | 20 | 3,589 |
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StableDiffusion-XL | Magical realism photo of: this photo shows politician and his daughter , with their dog .. | 7 | 20 | 3,634 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: fresh spinach salad with tuna , cucumber , corn , and red paprika on a plate .. | 7 | 20 | 3,608 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: biological genus in a linear style .. | 7 | 20 | 3,950 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: a female leopard walking around at night - photographed with artificial light. | 7 | 20 | 3,918 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: young woman tossing a tasty nutritious salad in a large bowl. | 7 | 20 | 3,885 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: female lawyer holding a big book with serious expression , woman in a man 's suit , tie and glasses. | 7 | 20 | 3,685 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: industry celebrates some of the greatest female athletes for holiday. | 7 | 20 | 3,753 |
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StableDiffusion-XL | Digital painting of: 1960s manufactured dump truck at a quarry. | 7 | 20 | 3,787 |
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StableDiffusion-XL | Magical realism photo of: the ship is to be assigned to the western fleet after completion of some additional trials of systems deployed on it .. | 7 | 20 | 3,959 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: dressing of the elephants for festival. | 7 | 20 | 3,718 |
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StableDiffusion-XL | Digital painting of: tourist attraction is a 19th - century castle constructed by architect for lord. | 7 | 20 | 3,632 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: studio shot of a hand and a floating light bulb. | 7 | 20 | 3,921 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: footballer in action during a football match against country. | 7 | 20 | 3,533 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: the girl smiles and , holding out her arms , invites to anything .. | 7 | 20 | 3,636 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: cricket ball on the grass. | 7 | 20 | 3,963 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: football player has won appearances in the league. | 7 | 20 | 3,973 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: the clownfish swim around and inside anemones in reef .. | 7 | 20 | 3,748 |
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StableDiffusion-XL | Digital painting of: the best street style from men 's shows .. | 7 | 20 | 3,957 |
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StableDiffusion-XL | Digital painting of: calligraphy of text for the celebration of community festival .. | 7 | 20 | 3,622 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: comic book characters in homage to comic book character by cartoonist .. | 7 | 20 | 3,823 |
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StableDiffusion-XL | Magical realism photo of: person is featured in the new book .. | 7 | 20 | 3,939 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: white cat sitting on a paving slab in a garden , turning around and looking backward. | 7 | 20 | 3,521 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: plush animals are like a hug you can gift - wrap .. | 7 | 20 | 3,603 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: various traditionally made sourdough breads in a bakery. | 7 | 20 | 3,815 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: american football player evades a defender after making a catch near the sideline during the first half of their game earlier this season .. | 7 | 20 | 3,745 |
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StableDiffusion-XL | Digital painting of: back to the future car. | 7 | 20 | 3,997 |
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StableDiffusion-XL | Digital painting of: not a fan of short dresses , but maybe i can make an exception. | 7 | 20 | 3,747 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: a cottage in the keys - white. | 7 | 20 | 3,666 |
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StableDiffusion-XL | Digital painting of: christmas labels with lovely winter landscape for greeting cards , banners , presentations , decorations .. | 7 | 20 | 3,507 |
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StableDiffusion-XL | Digital painting of: stock photo of a jaguar sitting on the riverbank. | 7 | 20 | 3,652 |
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StableDiffusion-XL | Digital painting of: a new commercial is getting attention for more than just a new toy .. | 7 | 20 | 3,662 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: greys look good with any of these colors .. | 7 | 20 | 3,576 |
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StableDiffusion-XL | Caricature style illustration, with exagerrated features and humorous, of: solar beams making the way through the trees. | 7 | 20 | 3,675 |
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StableDiffusion-XL | Simple illustration in a modern comic book style: illustration of a football with flag. | 7 | 20 | 3,626 |
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StableDiffusion-XL | Simple rough 1960s cartoon black-and-white pen and ink line art, hand-drawn outline doodle of: colossal crowds : pilgrims , many of them dressed in national colours , watch as the pope gives mass. | 7 | 20 | 3,783 |
End of preview. Expand
in Data Studio
AIS-4SD
AIS-4SD (AI Summit - 4 Stable Diffusion models) is a collection of 4.000 images, generated using a set of Stability AI text-to-image diffusion models
Context
This dataset was developed during the development of a collaborative project between PEReN and VIGINUM for the AI Summit held in Paris in February 2025. This open-source project aims at assessing generated images detectors performances and their robustness to different models and transformations. The code is free and open source, and contributions to connect additional detectors are also welcome.
Official repository: https://code.peren.gouv.fr/open-source/ai-action-summit/generated-image-detection.
Dataset summary
This dataset can be used to assess detection models performances, and in particular their robustness to successive updates of the generation model.
YOu can also find this dataset on Zenodo
Dataset description
1.000 generated images with four different versions of stability AI text-to-image diffusion model.
For each models, we generated:
- 500 portraits (👨) using SFHQ-T2I "random" prompts for faces (see Github repo, and dataset on Kaggle),
- 500 more general content images (🖼️) using captions of Google's Conceptual Captions dataset.
| Model | Number of images |
|---|---|
| stabilityai/stable-diffusion-xl-base-1.0 | 500 👨 + 500 🖼️ |
| stabilityai/stable-diffusion-2-1 | 500 👨 + 500 🖼️ |
| stabilityai/stable-diffusion-3-medium-diffusers | 500 👨 + 500 🖼️ |
| stabilityai/stable-diffusion-3.5-large | 500 👨 + 500 🖼️ |
Reproducibility
The scripts used to generated these images can be found on our open-source repository (see this specific file). After setting-up our project, you can run:
$ poetry run python scripts/generate_images.py
With minor updates to these scripts you can enrich this dataset with your specific needs.
Dataset structure
One zip file with the following structure, each directory containing the associated 500 images:
AIS-4SD/
├── generation_metadata.csv
├── StableDiffusion-2.1-faces-20250203-1448
├── StableDiffusion-2.1-other-20250203-1548
├── StableDiffusion-3.5-faces-20250203-1012
├── StableDiffusion-3.5-other-20250203-1603
├── StableDiffusion-3-faces-20250203-1545
├── StableDiffusion-3-other-20250203-1433
├── StableDiffusion-XL-faces-20250203-0924
└── StableDiffusion-XL-other-20250203-1727
The metadata for generated images are:
model: model used for generation,prompt: prompt used for generation (ie Conceptual Captions caption or sfhqt2i prompt, with some minor prompt engineering),guidance_scale: guidance scale of diffusion process,num_inference_steps: number of inference steps of diffusion process.
Project status
Project is under ongoing development. A preliminary blog post can be found here: https://www.peren.gouv.fr/en/perenlab/2025-02-11_ai_summit/.
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