Datasets:

MM-Hallu
/

MVI-Bench

question stringclasses 301 values	answer stringclasses 238 values	choices stringlengths 29 233	category stringclasses 6 values	source stringclasses 3 values	type stringclasses 2 values
How many iron vases are in the image?	Two	["Two", "Zero", "One", "Three"]	material	edited	normal
How many iron vases are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many iron buckets are in the image?	Two	["Two", "Zero", "One", "Three"]	material	edited	normal
How many iron buckets are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many plastic stools are in the image?	Two	["Two", "Zero", "One", "Three"]	material	edited	normal
How many plastic stools are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
What kind of bowl containing water is are in the picture?	Porcelain bowl	["Porcelain bowl", "Glass bowl", "Plastic bowl", "Iron bowl"]	material	edited	normal
What kind of bowl containing water is are in the picture?	Porcelain bowl	["Porcelain bowl", "Glass bowl", "Plastic bowl", "Iron bowl"]	material	synthetic	misleading
How many plastic flower pots are in the picture?	Three	["Three", "One", "Zero", "Two"]	material	edited	normal
How many plastic flower pots are in the picture?	Two	["Two", "One", "Zero", "Three"]	material	natural	misleading
How many wooden chopping boards are in the picture?	Three	["Three", "One", "Two", "Four"]	material	edited	normal
How many wooden chopping boards are in the picture?	Two	["Two", "One", "Three", "Four"]	material	synthetic	misleading
How many pieces of clothes are hanging to dry in the picture?	Three	["Three", "Two", "One", "Four"]	material	edited	normal
How many pieces of clothes are hanging to dry in the picture?	Two	["Two", "Three", "One", "Four"]	material	synthetic	misleading
How many glass cups containing coffee are in the picture?	Two	["Two", "One", "Zero", "Three"]	material	edited	normal
How many glass cups containing coffee are in the picture?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
How many fragile plates are shown in the image?	Zero	["Zero", "Four", "Two", "Three"]	material	edited	normal
How many fragile plates are shown in the image?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many fragile bottles are shown in the image?	Three	["Three", "Two", "One", "Zero"]	material	edited	normal
How many fragile bottles are shown in the image?	One	["One", "Two", "Three", "Zero"]	material	synthetic	misleading
How many marble coasters are in the image?	Three	["Three", "One", "Two", "Four"]	material	edited	normal
How many marble coasters are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many wooden chopping boards are in the image?	Two	["Two", "One", "Four", "Three"]	material	edited	normal
How many wooden chopping boards are in the image?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many pump bottles are shown in the image?	Two	["Two", "Four", "Three", "Five"]	material	edited	normal
How many pump bottles are shown in the image?	Four	["Four", "Two", "Three", "Five"]	material	natural	misleading
How many plastic clips in the image?	One	["One", "Three", "Two", "Four"]	material	edited	normal
How many plastic clips in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many pensils are in the image?	Two	["Two", "One", "Zero", "Three"]	material	edited	normal
How many pensils are in the image?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many spoons in the picture are conductive?	Zero	["Zero", "Four", "Two", "Six"]	material	edited	normal
How many spoons in the picture are conductive?	Three	["Three", "Four", "Two", "Six"]	material	synthetic	misleading
How many pairs of leather shoes in the image?	Zero	["Zero", "One", "Two", "Three"]	material	natural	normal
How many pairs of leather shoes in the image?	One	["One", "Zero", "Two", "Three"]	material	natural	misleading
How many wooden seats are in the image?	Zero	["Zero", "One", "Two", "Three"]	material	natural	normal
How many wooden seats are in the image?	Two	["Two", "One", "Zero", "Three"]	material	natural	misleading
How many wrenches are in the image?	Two	["Two", "One", "Four", "Three"]	material	edited	normal
How many wrenches are in the image?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many forks are in the image?	Two	["Two", "One", "Zero", "Three"]	material	edited	normal
How many forks are in the image?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many pencils are in the metal pen holder?	Zero	["Zero", "One", "Two", "Three"]	material	edited	normal
How many pencils are in the metal pen holder?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
How many pencils are in the metal pen holder?	Two	["Two", "One", "Zero", "Three"]	material	edited	normal
How many pencils are in the metal pen holder?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many fragile cups on the table?	Three	["Three", "Two", "Four", "Five"]	material	edited	normal
How many fragile cups on the table?	Three	["Three", "Two", "Four", "Five"]	material	synthetic	misleading
How many water bottles are in the plastic bucket?	Two	["Two", "One", "Zero", "Three"]	material	edited	normal
How many water bottles are in the wodden bucket?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
How many roadside stone piers are in the image?	One	["One", "Zero", "Two", "Three"]	material	edited	normal
How many roadside stone piers are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many fragile vases are in the image?	One	["One", "Zero", "Two", "Three"]	material	edited	normal
How many fragile vases are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many pensils are in the metel pen holder?	Zero	["Zero", "One", "Two", "Three"]	material	edited	normal
How many pensils are in the metel pen holder?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
How many towel on the iron shelf are in the image?	One	["One", "Zero", "Two", "Three"]	material	edited	normal
How many towels on the iron shelf are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many plastic baskets are there in the image?	Two	["Two", "One", "Zero", "Three"]	material	edited	normal
How many plastic baskets are there in the image?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many discarded water bottles in the iron trash can?	Zero	["Zero", "One", "Two", "Three"]	material	edited	normal
How many discarded water bottles in the iron trash can?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
How many pensils are in the image?	Six	["Six", "Five", "Eight", "Four"]	material	edited	normal
How many pensils are in the image?	Six	["Six", "Five", "Eight", "Nine"]	material	synthetic	misleading
How many pump bottles are shown in the image?	Two	["Two", "Zero", "One", "Three"]	material	edited	normal
How many pump bottles are shown in the image?	Two	["Two", "Zero", "One", "Three"]	material	synthetic	misleading
How many rolling pins are in the image?	One	["One", "Zero", "Two", "Three"]	material	edited	normal
How many rolling pins are in the image?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
What color is the girl's hair in the image?	Blue	["Blue", "Brown", "No hair", "Yellow"]	material	natural	normal
What color is the girl's hair in the image?	No hair	["No hair", "Brown", "Blue", "Yellow"]	material	natural	misleading
How many worn-out brushes are there in the picture?	Zero	["Zero", "Five", "Four", "Three"]	material	edited	normal
How many worn-out brushes are there in the picture?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many watches are there in the picture?	One	["One", "Zero", "Two", "Three"]	material	edited	normal
How many watches are there in the picture?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many fragile dinner plates are there in the picture?	Zero	["Zero", "One", "Two", "Three"]	material	edited	normal
How many fragile dinner plates are there in the picture?	Two	["Two", "One", "Zero", "Three"]	material	synthetic	misleading
How many frying pans with orange handles are there in the picture?	One	["One", "Two", "Zero", "Three"]	material	natural	normal
How many frying pans with orange handles are there in the picture?	One	["One", "Two", "Zero", "Three"]	material	synthetic	misleading
How many flowers are there in the tile vase in the picture?	Zero	["Zero", "One", "Two", "Three"]	material	edited	normal
How many flowers are there in the tile vase in the picture?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
In which box is the red yarn ball in the picture?	Wooden box	["Wooden box", "Fabric box", "Metal box", "Cannot be determined"]	material	edited	normal
In which box is the red yarn ball in the picture?	Wooden box	["Wooden box", "Fabric box", "Both", "Cannot be determined"]	material	synthetic	misleading
How many fragile plates shown in the image?	Two	["Two", "Three", "One", "Zero"]	material	edited	normal
How many fragile plates shown in the image?	Two	["Two", "Three", "One", "Zero"]	material	natural	misleading
How many pens are placed in the wooden pen holder?	One	["One", "Zero", "Two", "Three"]	material	edited	normal
How many pens are placed in the wooden pen holder?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many cortical books are there in the picture?	Two	["Two", "Zero", "One", "Three"]	material	natural	normal
How many cortical books are there in the picture?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
What color is the silicone spatula in the picture?	Red	["Red", "Brown", "Yellow", "Silver"]	material	natural	normal
What color is the silicone spatula in the picture?	Red	["Red", "Brown", "Yellow", "Silver"]	material	synthetic	misleading
How many apples are there in the porcelain bowl in the picture?	Zero	["Zero", "One", "Two", "Three"]	material	edited	normal
How many apples are there in the porcelain bowl in the picture?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
How many fragile cups are known in the picture containing coffee?	One	["One", "Zero", "Two", "Three"]	material	edited	normal
How many fragile cups are known in the picture containing coffee?	One	["One", "Zero", "Two", "Three"]	material	synthetic	misleading
How many toothpastes are there in the ceramic cups?	Zero	["Zero", "One", "Two", "Three"]	material	edited	normal
How many toothpastes are there in the ceramic cups?	Zero	["Zero", "One", "Two", "Three"]	material	synthetic	misleading
How many cushions are there on the sofa?	Two	["Two", "Three", "Four", "One"]	material	edited	normal
How many cushions are there on the sofa?	Two	["Two", "Three", "Four", "One"]	material	natural	misleading
How many fragile pump bottles are there in the picture?	Zero	["Zero", "Three", "One", "Two"]	material	edited	normal
How many fragile pump bottles are there in the picture?	Zero	["Zero", "Three", "One", "Two"]	material	natural	misleading
How many towels are there in the picture?	One	["One", "Two", "Three", "Zero"]	material	edited	normal
How many towels are there in the picture?	One	["One", "Two", "Three", "Zero"]	material	natural	misleading

End of preview. Expand in Data Studio

MVI-Bench

Misleading Visual Input Benchmark with 1,248 expert-annotated VQA instances across 6 visual illusion categories (resemblance, representation, material, mirror, occlusion, illusion).

Fields

Field	Description
image	Input image (potentially misleading)
question	Question about the image
answer	Ground truth answer
choices	JSON-encoded list of options
category	Visual illusion category
source	Image source type (edited/synthetic)
type	Question type (normal/adversarial)

Source: kittyhy/MVI-Bench

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