“Cover the apple in long purple fur”
All results
Exhaustive qualitative comparisons on our 180 human-authored test cases.
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Overpainting
Our overpainting model used to generate all results in the main paper. It strikes a good balance between edit quality and mask adherence.
FLUX+LoRA
A LoRA adapted joint attention model trained on our overpainting dataset. Pure joint attention achieves high marks on quality, but underperforms in mask adherence.
Nano Banana
Nano Banana with detailed prompt, where the prompt includes additional details to describe the location of the edits.
UltraEdit
UltraEdit: a prior local image editing model.
SDEdit
SDEdit with FLUX.1 Dev is capable of making local edits, but it ignores the underlying image content, and requires careful fine-tuning of hyper-parameters to balance identity-preservation and editing strength.
FLUX Fill
FLUX Fill: An inpainting model that ignores the underlying image content and has trouble using the entire edited area.
“wrapped in a net of black twine”
“wrapped in a net of black twine”
“wrapped in a net of black twine”
“wrapped in a net of black twine”
“wrapped in a net of black twine”
“wrapped in a net of black twine”
“Covered in long purple fur”
“Make the pipes into glowing neon tubes”
“The girl has red facepaint”
“The board should be shiny polished wood”
“Clean the metal so it is as shiny as a chrome mirror”
“Bright red paint”
“Pink-skinned pumpkins”
“Small bright blue flowers growing on the ground”
“Paint the plane in a checkerboard pattern”
“Seamlessly extend the stone wall”
“Piles of snow”
“Trees have changed to orange and red fall colors”
“The man is wearing a leather coat”
“Patches of moss and vines add realistic detail”
“Dense cobwebs”
“replace with a japanese pagoda”
“replace with a japanese pagoda”
“distant ocean reflecting the sunset”
“distant ocean reflecting the sunset”
“intricate red and gold fabric padding”
“intricate red and gold fabric padding”
“covered in silver fuzz”
“covered in silver fuzz”
“dimond gems set into the surface”
“dimond gems set into the surface”
“change surface to shiny blue tiles”
“change surface to shiny blue tiles”
“change surface to shiny blue tiles”
“change surface to shiny blue tiles”
“shiny new coat of yellow paint”
“shiny new coat of yellow paint”
“artistic flickering flames”
“artistic flickering flames”
“leafy green vines”
“leafy green vines”
“made of polished gold”
“made of polished gold”
“growing leafy green ferns”
“growing leafy green ferns”
“grow green moss with small blue flowers”
“grow green moss with small blue flowers”
“grow green moss with small blue flowers”
“shiny blue paint, still wet”
“shiny blue paint, still wet”
“the metal has rusted in the weather”
“the metal has rusted in the weather”
“replace with a clear glass window”
“replace with a clear glass window”
“drips of ketchup”
“drips of ketchup”
“icy blue frost”
“icy blue frost”
“the cup is full of coffee”
“the cup is full of coffee”
“faint cloud of steam”
“faint cloud of steam”
“faint cloud of steam”
“faint cloud of steam”
“faint cloud of steam”
“shiny blue tile mosaic”
“shiny blue tile mosaic”
“layer of colorful flowers”
“shiny blue tile mosaic”
“shiny blue tile mosaic”
“hair made of black feathers”
“hair made of black feathers”
“layer of colorful flowers”
“bright lamp hanging from the wall”
“covered in short purple fur”
“covered in short purple fur”
“covered in short purple fur”
“growing red mushrooms”
“growing red mushrooms”
“glowing orange and emitting sparks”
“glowing orange and emitting sparks”
“made of polished gold metal”
“made of polished gold metal”
“shiny leather”
“zebra stripes”
“futuristic robot”
“blue filling”
“sparkly orange filling”
“strips of red fabric”
“strips of red fabric”
“a brightly-lit lantern”
“a brightly-lit lantern”
“covered in leafy vines with purple flowers”
“Add a morning city skyline containing a harbor, walkways, and many tall office buildings”
“on fire”
“make into chocolate cake with frosting”
“mohawk hairstyle in bright colors”
“add window with a view of the white house”
“make mirror with a reflection of the two woman operating the computer”
“shelves with jars filled with candy”
“airbubbles”
“brick wall”
“swimming pool”
“clean noon sky”
“grayscale and darken”
“patches of fuzzy moss on the rock”
“remove the hair”
“on fire”
“turned spiky, like ferrofluid”
“the wall has been altered with wavy decorative wooden strips”
“not wearing a hood, dark curly hair”
“venting a cloud of steam”
“decorative shiny gold spheres are attached to the wall”
“matching rings”
“rustic copper band inlayed into the wood”
“matching rings”
“a dense forest of pine trees”
“the emu is bald except for just a couple of feathers”
“a large red feather”
“extend the marble countertop seamlessly”
“the highway has an interchange onto a bridge”
“extend the marble countertop seamlessly”
“the highway has an interchange onto a bridge”
“the dirt trail continues”
“the dirt trail continues”
“a scraggly pine tree”
“some of the cotton candy is blue”
“shave his leg”
“shave his leg”
“a magic golden ring”
“a glacier moving down the valley”
“a glacier moving down the valley”
“the bird has a feathery crest”
“a huge daisy”
“a red rose”
“a white lily”
“dark green leafy vines”
“dark green leafy vines”
“more bright green lily pads on the water”
“more bright green lily pads on the water”
“bright orange and white carp just barely visible under the water”
“bright orange and white carp just barely visible under the murky water”
“polished gold plastic balls”
“carved jack-o-lantern”
“carved jack-o-lantern”
“green leafy hedge”
“green leafy hedge”
“metal is starting to rust”
“some of the flowers have turned bright yellow”
“patches of snow melting”
“a plate with a croissant”
“a bright yellow scarf”
“the test tube is bubblng and smoking”
“colorful cloth banners”
“plated in shiny gold metal”
“skyscraper in the background”
“frozen ice and frost”
“sunflowers from above”
“rickety industrial piping”
“extend the lake, bright blue water reflecting the sky”
“rickety industrial piping”
“flower boxes”
“weathered flower mural”
“distant volcanic peak with clouds in front”
“flower boxes”
“geyser of water erupting, creating a cloud of steam”
“glowing red and yellow, with flashes and sparkles”
“shave off his beard”
“repair the paint”
“wooden boards make a walkway and dock”
“repair the paint”
“stylish long hair”
“natural stone arch extending out from the cliff face”
“a stream running down the mountainside, flanked by bushes and trees”
“chocolate flavored with brownie chunks”
“shooting a magical beam of light”
“strawberry flavored”
“a river cuts through the city”
“rainbow facepaint stripes”
