Datasets:

knguyennguyen
/

visual_counterfact_cleaned

correct_answer stringlengths 7 44	incorrect_answer stringclasses 8 values	object stringlengths 2 27	question stringlengths 22 47	size_first stringclasses 0 values
['green']	brown	American chameleon	What color is this American chameleon?	null
['white']	orange	Arctic fox	What color is this Arctic fox?	null
['brown', 'white']	purple	Band Aid	What color is this Band Aid?	null
['brown', 'black']	green	Chesapeake Bay retriever	What color is this Chesapeake Bay retriever?	null
['red', 'white', 'green']	brown	Christmas stocking	What color is this Christmas stocking?	null
['black']	purple	Doberman	What color is this Doberman?	null
['red', 'orange', 'yellow', 'black']	blue	European fire salamander	What color is this European fire salamander?	null
['gold', 'silver']	red	French horn	What color is this French horn?	null
['brown']	blue	French loaf	What color is this French loaf?	null
['orange', 'black']	purple	Gila monster	What color is this Gila monster?	null
['black']	green	Gordon setter	What color is this Gordon setter?	null
['green']	blue	Granny Smith	What color is this Granny Smith?	null
['white']	pink	Great Pyrenees	What color is this Great Pyrenees?	null
['red']	green	Irish setter	What color is this Irish setter?	null
['grey', 'brown']	pink	Komodo dragon	What color is this Komodo dragon?	null
['yellow', 'black']	pink	Labrador retriever	What color is this Labrador retriever?	null
['brown', 'red', 'black']	yellow	Loafer	What color is this Loafer?	null
['white']	orange	Maltese dog	What color is this Maltese dog?	null
['black']	red	Model T	What color is this Model T?	null
['black', 'white', 'brown']	pink	Newfoundland	What color is this Newfoundland?	null
['grey', 'black']	red	Norwegian elkhound	What color is this Norwegian elkhound?	null
['grey', 'white', 'black']	yellow	Old English sheepdog	What color is this Old English sheepdog?	null
['orange', 'white']	blue	Pomeranian	What color is this Pomeranian?	null
['black']	pink	Rottweiler	What color is this Rottweiler?	null
['white']	green	Samoyed	What color is this Samoyed?	null
['black', 'grey']	red	Scottish deerhound	What color is this Scottish deerhound?	null
['white']	purple	Sealyham terrier	What color is this Sealyham terrier?	null
['grey']	green	Weimaraner	What color is this Weimaraner?	null
['white']	orange	West Highland white terrier	What color is this West Highland white terrier?	null
['brown']	pink	acorn	What color is this acorn?	null
['green', 'orange']	blue	acorn squash	What color is this acorn squash?	null
['brown']	purple	acoustic guitar	What color is this acoustic guitar?	null
['black']	purple	affenpinscher	What color is this affenpinscher?	null
['white']	brown	airliner	What color is this airliner?	null
['white', 'blue']	brown	airplane	What color is this airplane?	null
['green']	pink	alligator	What color is this alligator?	null
['white', 'red']	green	ambulance	What color is this ambulance?	null
['brown', 'white']	pink	american football	What color is this american football?	null
['orange']	purple	anemone fish	What color is this anemone fish?	null
['black', 'brown', 'red']	pink	ant	What color is this ant?	null
['red', 'green', 'yellow']	blue	apple	What color is this apple?	null
['grey', 'white', 'brown']	purple	armadillo	What color is this armadillo?	null
['silver']	purple	armour	What color is this armour?	null
['green']	blue	artichoke	What color is this artichoke?	null
['green']	orange	asparagus	What color is this asparagus?	null
['green']	blue	avocado	What color is this avocado?	null
['pink', 'white']	yellow	axolotl	What color is this axolotl?	null
['brown']	green	bagel	What color is this bagel?	null
['blue', 'black']	yellow	ballpoint	What color is this ballpoint?	null
['yellow']	blue	banana	What color is this banana?	null
['red', 'white']	purple	barn	What color is this barn?	null
['brown']	yellow	barrel	What color is this barrel?	null
['white']	pink	baseball	What color is this baseball?	null
['orange']	purple	basketball	What color is this basketball?	null
['brown']	purple	bassoon	What color is this bassoon?	null
['black', 'brown']	pink	bat_(animal)	What color is this bat_(animal)?	null
['white']	orange	bath towel	What color is this bath towel?	null
['white']	green	bathtub	What color is this bathtub?	null
['red']	brown	beacon	What color is this beacon?	null
['green', 'brown']	pink	beans	What color is this beans?	null
['black', 'brown']	pink	bear	What color is this bear?	null
['black', 'brown']	purple	bearskin	What color is this bearskin?	null
['brown']	purple	beaver	What color is this beaver?	null
['yellow']	red	beehive	What color is this beehive?	null
['brown', 'green']	blue	beer bottle	What color is this beer bottle?	null
['black', 'brown', 'green']	pink	beetle	What color is this beetle?	null
['red', 'purple']	yellow	beets	What color is this beets?	null
['brown']	pink	bench	What color is this bench?	null
['black']	red	binoculars	What color is this binoculars?	null
['white', 'brown']	pink	birch	What color is this birch?	null
['brown']	blue	bison	What color is this bison?	null
['brown']	purple	bittern	What color is this bittern?	null
['black']	pink	black stork	What color is this black stork?	null
['black']	pink	black swan	What color is this black swan?	null
['black']	green	black widow	What color is this black widow?	null
['black', 'white']	yellow	black-and-tan coonhound	What color is this black-and-tan coonhound?	null
['black']	orange	blackbird	What color is this blackbird?	null
['blue']	brown	blueberry	What color is this blueberry?	null
['blue', 'white']	orange	bluejay	What color is this bluejay?	null
['black']	pink	board_(black)	What color is this board_(black)?	null
['white']	green	boat	What color is this boat?	null
['green', 'brown']	purple	bottle	What color is this bottle?	null
['white', 'blue']	pink	bowl	What color is this bowl?	null
['brown']	green	box	What color is this box?	null
['brown', 'white']	green	bread	What color is this bread?	null
['red', 'brown']	blue	brick	What color is this brick?	null
['green']	red	broccoli	What color is this broccoli?	null
['brown', 'yellow']	pink	broom	What color is this broom?	null
['brown']	pink	buckeye	What color is this buckeye?	null
['green', 'yellow', 'blue']	purple	budgie	What color is this budgie?	null
['brown', 'black']	green	buffalo	What color is this buffalo?	null
['green']	red	bullfrog	What color is this bullfrog?	null
['yellow', 'white']	brown	bus	What color is this bus?	null
['brown', 'orange']	green	butternut squash	What color is this butternut squash?	null
['black', 'brown']	purple	buzzard	What color is this buzzard?	null
['yellow']	green	cab	What color is this cab?	null
['green', 'purple']	pink	cabbage	What color is this cabbage?	null
['white', 'black']	red	cabbage butterfly	What color is this cabbage butterfly?	null
['brown', 'white']	pink	cabin	What color is this cabin?	null
['brown']	red	camel	What color is this camel?	null

End of preview. Expand in Data Studio

Visual CounterFact, with questions

A copy of mgolov/Visual-Counterfact (revision f8cd0b2335356b0f01a164df0cac7403f56a6c83) with a question column added. Splits: color (493 pairs) and size (727 pairs).

Changes from the source

question: the source ships no question text, so this column follows the example wording on the source card.
- color: "What color is this {object}?", e.g. "What color is this American chameleon?". This is also the template in the authors' test_MLLMs.py.
- size: "Which object is bigger in this image, the {A} or the {B}?", e.g. "Which object is bigger in this image, the Doberman or the tree?". The authors' code instead asks "Which is larger here, A or B?".
size_first (size split; empty in the color split): A and B are correct_answer and incorrect_answer in a random order per row (seed 0), as the authors' code shuffles them. The column says which comes first (correct 367, incorrect 360).
Everything else is unchanged: object, correct_answer (the prior; in the color split a stringified list such as "['brown', 'white']"), incorrect_answer (what the counterfactual shows), original_image and counterfact_image.

Source and license

All images and answers come from Visual CounterFact, introduced in "Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts" (paper, GitHub). Please cite that work when you use this data.

The source dataset and its repository state no license. This copy adds no license of its own; rights stay with the original authors.

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Paper for knguyennguyen/visual_counterfact_cleaned

Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts

Paper • 2505.17127 • Published May 21, 2025 • 2