Datasets:

cambridgeltl
/

DARE

id stringlengths 5 12	instance_id int64 0 4.99k	question stringlengths 11 87	answer sequencelengths 1 1	A stringlengths 1 123	B stringlengths 1 127	C stringlengths 1 142	D stringlengths 1 162	category stringclasses 4 values
count_1189	1,189	How many boats have a red roof?	[ "C" ]	there are zero	five are in the picture	there is one	there are three in the picture	count
count_2275	2,275	How many yellow balls?	[ "C" ]	there are 0 in the image	there are four of them	there is 1 in the picture	there are 3 of them	count
count_283	283	How many of the seats on the sofa have a book on them?	[ "B" ]	3	1 is in the image	zero are in the picture	there are two in the image	count
count_2217	2,217	How many salt grinders are pictured?	[ "B" ]	there are three in the image	there is one of them in the image	there are two	there are 4 in the image	count
count_1100	1,100	How many bean bags?	[ "C" ]	there are 2	there are six in the picture	there are five of them in the image	there are 7 in the image	count
count_1906	1,906	How many books are lying down?	[ "A" ]	7 are in the picture	there are 6	five are in the image	there are eight of them in the image	count
count_159	159	How many men are wearing shirts?	[ "D" ]	2 are in the image	there are three of them	there are 5	there is one of them in the image	count
count_2409	2,409	How many people are crossing the road from right to left?	[ "A" ]	3 are in the picture	there are 5 in the image	there are two	there is 1 of them in the image	count
count_2577	2,577	How many cakes have green grapes on them?	[ "C" ]	there are four in the image	there are three	there are 2 in the picture	zero are in the image	count
count_552	552	How many people are wearing blue coats?	[ "A" ]	there are two	there are 3 in the image	zero	one is in the image	count
count_1490	1,490	How many windows are open on the right-hand large screen?	[ "D" ]	there are 0 of them	7 are in the picture	there are four in the picture	2 are in the picture	count
count_1619	1,619	How many pink glasses can be seen in the photograph?	[ "B" ]	there are two	there is 1	there are four in the picture	there are three	count
count_1917	1,917	How many yellow balloons can you see in the photo?	[ "A" ]	there are 3 of them in the image	there are zero of them	there is 1 of them	5 are in the picture	count
count_2588	2,588	How many people are wearing glasses of any type?	[ "A" ]	2	there is one	6 are in the image	there are zero in the picture	count
count_1809	1,809	How many gazebos are on the lawn?	[ "A" ]	there is one in the picture	there are 3 in the picture	there are four of them in the image	zero	count
count_2197	2,197	How many windows are open in the truck?	[ "C" ]	there are 3 of them in the image	six are in the picture	there is one of them	0	count
count_2042	2,042	How many living people can be seen in the image?	[ "D" ]	there are 3 of them	there are two in the image	six	one is in the picture	count
count_221	221	How many women are wearing hats?	[ "D" ]	there is one of them in the image	there are two	there are four in the picture	there are 0	count
count_1392	1,392	How many green food items can you see in the image?	[ "C" ]	3 are in the image	there are 0 in the picture	there is 1 of them	4 are in the picture	count
count_1624	1,624	What is the number of girls in this photo?	[ "A" ]	there are 4	there are three in the picture	there are 7 of them	there are 5	count
count_1330	1,330	How many laptops are on?	[ "D" ]	there are 4	there is one in the picture	there are seven	there are two in the image	count
count_1884	1,884	How many people can be seen sitting?	[ "A" ]	2	five are in the picture	4	three are in the image	count
count_2327	2,327	How many zebras are standing?	[ "C" ]	there are four	there are five of them	six are in the image	seven are in the picture	count
count_919	919	how many people are wearing glasses	[ "A" ]	there are two in the picture	zero are in the image	there are 4 of them	there is one of them in the image	count
count_1326	1,326	how many objects are made out of glass	[ "D" ]	there are 0 of them	five are in the picture	there are three of them in the image	there is one of them	count
count_1200	1,200	how many visible computer screens are turned on	[ "A" ]	2 are in the image	there are 3	4 are in the image	1 is in the picture	count
count_361	361	how many doors are open	[ "A" ]	there are two	3 are in the image	there is 1 in the image	zero are in the picture	count
count_1753	1,753	how many cups have water in them	[ "B" ]	zero are in the image	there is 1	3 are in the image	there are two in the image	count
count_1806	1,806	how many plates have food on them	[ "A" ]	1 is in the image	there are three in the picture	2 are in the picture	there are five in the image	count
count_833	833	how many jars have pegs in them?	[ "A" ]	2 are in the image	there are 0 of them in the image	there are 3 in the picture	there are 4 of them	count
count_464	464	how many people are sat down	[ "B" ]	there are three in the image	there are four in the picture	two	there are eight in the picture	count
count_991	991	How many cardboard boxes are in the room?	[ "A" ]	there are 2 of them in the image	there are 3 in the picture	one is in the picture	there are four	count
count_757	757	How many people are in the screen?	[ "A" ]	there are three	there are 5 of them	1 is in the picture	there are 2 of them in the image	count
count_2321	2,321	How many people are in the picture?	[ "D" ]	there are 8 in the picture	there are 7 of them in the image	there are two in the image	there are 6	count
count_1323	1,323	How many pancakes can be cooked in the pan?	[ "D" ]	there are four of them	three are in the picture	there are six in the picture	five are in the picture	count
count_789	789	How many information cards can be seen in the photo?	[ "C" ]	six are in the picture	3	there are 4 of them in the image	eight are in the image	count
count_445	445	How many hanging stars are on the wall?	[ "C" ]	there are two in the image	there are 6 of them in the image	there is one in the image	3 are in the picture	count
count_2778	2,778	How many surf boards are touching the ground?	[ "C" ]	0	three are in the picture	there is one of them in the image	there are 6 of them	count
count_2049	2,049	How many white clock faces are shown?	[ "D" ]	there is 1 in the picture	there are 6 in the image	there are 0 in the image	there are two of them in the image	count
count_650	650	How many cats are sitting on the table?	[ "D" ]	there are zero in the picture	two	there are three in the picture	there is one in the image	count
count_1089	1,089	How many book covers have the colour red on it?	[ "D" ]	there are four	there are seven in the image	one is in the image	there are three in the image	count
count_1681	1,681	How many cushions show the number 3?	[ "B" ]	there are three in the image	there is one of them in the image	five are in the image	2 are in the image	count
count_1909	1,909	How many figurines are on top of the toilet?	[ "C" ]	2 are in the image	there are 5 of them	there are 4 of them	there are 0 of them in the image	count
count_1853	1,853	How many teddies are facing the camera?	[ "B" ]	there are six	there is 1 in the image	there are two of them in the image	3 are in the image	count
count_676	676	How many children are wearing an orange top?	[ "C" ]	six are in the image	2 are in the image	1 is in the image	0	count
count_1375	1,375	How many people are wearing white clothing?	[ "B" ]	there are 3 of them in the image	there is 1 of them in the image	there are zero	there are 5 in the picture	count
count_28	28	How many of the footballers are touching the ball?	[ "B" ]	3 are in the image	there are 2 in the image	there are 5 in the image	there are four	count
count_797	797	How many skateboarders are in the air?	[ "B" ]	there are two of them in the image	1 is in the picture	there are 3	there are zero in the image	count
count_407	407	How many slices of apple are in the bowl?	[ "B" ]	6	there are four in the image	there are three of them in the image	two	count
count_2706	2,706	How many juice pouches are laying flat on the table?	[ "C" ]	three are in the picture	there are 0	there is one of them	there are two in the image	count
count_1227	1,227	How many tattoos are on the hairdresser's right arm?	[ "B" ]	there are 0 of them in the image	there is 1 of them in the image	there are 3 in the image	there are four	count
count_1861	1,861	How many enamel pans are on the table?	[ "C" ]	there are four of them	there are three of them	two are in the picture	1 is in the picture	count
count_18	18	How many vendors' faces are visible?	[ "D" ]	there are 0	there are four in the image	there is one in the image	there are two in the picture	count
count_1239	1,239	How many banners contain the number 7?	[ "C" ]	there is 1	there are 0 in the image	there are 2 in the image	there are 4 of them in the image	count
count_852	852	How many people between the vehicles are carrying bags?	[ "B" ]	there is one	three	0	there are four of them in the image	count
count_696	696	HOW MANY PEOPLE ARE IN THE FRIDGE?	[ "B" ]	3 are in the image	there is 1 in the picture	there are 4	two are in the image	count
count_1554	1,554	HOW MANY PEOPLE ARE WEARING ORANGE TOPS	[ "D" ]	there are 3	there are 4 in the image	there are 7	2	count
count_1685	1,685	HOW MANY FULLY SHOWN BLUE STARS ARE SHOWN ON THE LAPTOP SCREEN?	[ "A" ]	3	there are two in the image	there are zero in the image	there are 5 of them in the image	count
count_253	253	HOW MANY CUSTOMERS ARE WEARING STRIPED TOPS?	[ "D" ]	5	there are 3	there are zero	there is 1	count
count_169	169	HOW MANY IMAGES OF HEARTS ARE PRESENT?	[ "B" ]	there are 4 of them	there are 2 in the picture	there are six	there is 1 of them in the image	count
count_1771	1,771	How many adults are in the picture?	[ "C" ]	there are 5 of them in the image	there are two of them in the image	3 are in the image	8 are in the picture	count
count_2532	2,532	How many people are wearing red shorts?	[ "B" ]	six are in the picture	there is one in the picture	2 are in the picture	there are 3 of them	count
count_652	652	How many people are putting on a yellow cap?	[ "B" ]	there are 4	there is 1	two are in the picture	there are zero	count
count_1444	1,444	How many red coaches are in the picture?	[ "B" ]	5 are in the picture	there are 2 of them in the image	there are four	one is in the picture	count
count_794	794	How many people are holding a tea cup in the picture?	[ "C" ]	there are six in the image	four	3	there is 1 in the picture	count
count_1018	1,018	How many mirrors are on the walls?	[ "B" ]	there are six	there are 2 in the picture	1 is in the image	there are three in the picture	count
count_1629	1,629	How many traffic cones are on the road?	[ "A" ]	there are 4 of them	there are six of them in the image	there are 7 in the image	there are 5 in the image	count
count_141	141	How many suitcases have a square print?	[ "D" ]	three are in the picture	there are 4 in the image	there is 1	there are 2 in the image	count
count_1364	1,364	How many wooden chairs are in the picture?	[ "D" ]	there are seven in the picture	there are 0 of them	three	there are 2 of them in the image	count
count_872	872	How many people are in the picture whose face we can't see?	[ "A" ]	2 are in the image	there are 0 of them	there are five of them	there are 3 in the image	count
count_2641	2,641	How many black plant pots are there?	[ "B" ]	there are zero of them in the image	there is one of them	two are in the picture	there are 6	count
count_2775	2,775	How many orange umbrellas are there?	[ "C" ]	0 are in the image	one is in the picture	there are two of them in the image	four are in the image	count
count_1120	1,120	How many skiers are at the front?	[ "C" ]	there are 2	four	there are three in the image	there is 1	count
count_1880	1,880	How many people are at the front table?	[ "D" ]	8 are in the picture	there is one in the image	there are five of them in the image	there are 3 in the image	count
count_480	480	How many framed pictures are on the left wall?	[ "D" ]	six are in the image	nine are in the image	5	there are 8 in the image	count
count_1604	1,604	How many slices have been taken from the pizza bottom right of the image?	[ "A" ]	there is one	there are 3 in the picture	there are six in the picture	there are zero in the picture	count
count_1631	1,631	How many television screens are there?	[ "B" ]	there are three in the image	there is one of them	there are 0 of them	six	count
count_1636	1,636	How many corkscrews are on the table next to the cake?	[ "C" ]	there are five in the image	there are zero of them	there are 2	there is one in the image	count
count_1557	1,557	How many men are sitting under the parasol?	[ "A" ]	there are 2 of them in the image	there is one	7 are in the picture	there are 4	count
count_1774	1,774	How many white raquets can be seen?	[ "B" ]	there are four	there are two in the image	7 are in the picture	there are 3 of them in the image	count
count_893	893	How many black triangles can be seen on the umberellas?	[ "C" ]	there are 7 in the picture	3 are in the image	5 are in the picture	1 is in the picture	count
count_1440	1,440	How many red straws are there?	[ "D" ]	there are six of them in the image	there are zero	there is one	there are 2	count
count_1921	1,921	How many graters are on the table next to a block of cheese?	[ "B" ]	six are in the picture	there is 1 of them in the image	2	there are 3 in the image	count
count_1776	1,776	How many dogs are on the sofa?	[ "B" ]	there are 0 in the picture	there is one in the picture	there are 2	there are 4 in the picture	count
count_1007	1,007	how many traffic cones laying on their sides are there?	[ "D" ]	there are zero in the image	4 are in the image	2	there is one of them in the image	count
count_784	784	How many persons are in the kitchen?	[ "D" ]	one is in the picture	three are in the picture	there are 6 of them in the image	there are 2 of them	count
count_139	139	How many players wore blue clothes?	[ "A" ]	there are three of them	there are four	there are 2 of them in the image	there are 5 of them in the image	count
count_2386	2,386	How many cups are there on the table?	[ "B" ]	there is 1	there are 2 of them in the image	4	three are in the picture	count
count_1704	1,704	How many tricycle is visible?	[ "C" ]	there is 1 in the picture	four	3 are in the picture	there are five of them	count
count_2314	2,314	How many blue striped candles are on the cake?	[ "A" ]	3	5	there are 8	4 are in the picture	count
count_1573	1,573	How many toothbrushes can be seen in total - including the ones in the mirror?	[ "D" ]	there is one of them in the image	6 are in the image	five are in the picture	there are four in the picture	count
count_759	759	How many people are wearing sunglasses?	[ "A" ]	2 are in the image	three are in the image	there are four	there are six in the picture	count
count_2776	2,776	How many wooden parts have been hammered down?	[ "A" ]	there are two of them	there are 3 of them in the image	1 is in the picture	4 are in the image	count
count_2003	2,003	How many plastic tupperware with grey lids are in the image?	[ "C" ]	5	there are 2	there are 3 of them in the image	there is 1	count
count_1062	1,062	How many suitcases have a coloured identification strap around them?	[ "C" ]	3	there are 4 in the picture	there are 5 of them in the image	there is one	count
count_645	645	How many animals can be seen in the image?	[ "A" ]	there is one of them	there are 2 of them in the image	six are in the image	there are 0 in the image	count
count_1336	1,336	How many road signs can you see?	[ "A" ]	four are in the image	five are in the picture	there are 3 in the image	six are in the image	count
count_308	308	How many printed images can you see that contain cars?	[ "C" ]	there are 3 of them	there are six in the image	5 are in the image	there are ten	count
count_1870	1,870	How many double-door fridges can you see?	[ "A" ]	there are two in the picture	there are 4 of them in the image	there are three in the picture	there are five of them	count
count_237	237	How many people in yellow shirts?	[ "C" ]	eight are in the picture	there is one of them	there are three of them	2	count

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DARE

DARE (Diverse Visual Question Answering with Robustness Evaluation) is a carefully created and curated multiple-choice VQA benchmark. DARE evaluates VLM performance on five diverse categories and includes four robustness-oriented evaluations based on the variations of:

prompts
the subsets of answer options
the output format
the number of correct answers.

The validation split of the dataset contains images, questions, answer options, and correct answers. We are not publishing the correct answers for the test split to prevent contamination.

Load the Dataset

To use the dataset use the huggingface datasets library:

from datasets import load_dataset

# Load the dataset
subset = "1_correct" # Change to the subset that you want to use
dataset = load_dataset("cambridgeltl/DARE", subset)

Citation

If you use this dataset, please cite our paper:

@article{sterz2024dare,
  title={DARE: Diverse Visual Question Answering with Robustness Evaluation},
  author={Sterz, Hannah and Pfeiffer, Jonas and Vuli{\'c}, Ivan},
  journal={arXiv preprint arXiv:2409.18023},
  year={2024}
}

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