Datasets:

paulgavrikov
/

visualoverload

question_id string	question_type string	question string	options string	difficulty string	category string	default_prompt string
4ba66530	choice	Does the scene feature fantasy characters?	['yes', 'no']	medium	scene	Does the scene feature fantasy characters? Options: A. yes B. no Answer with the option's letter from the given choices directly.
43ea1f95	choice	Is the goose fully feathered?	['yes', 'no']	medium	reasoning	Is the goose fully feathered? Options: A. yes B. no Answer with the option's letter from the given choices directly.
a463db2e	choice	What are the color of the jacket of the man hugging the bride?	['green-white', 'blue-white', 'red', 'white-gold']	hard	attributes	What are the color of the jacket of the man hugging the bride? Options: A. green-white B. blue-white C. red D. white-gold Answer with the option's letter from the given choices directly.
ce23eb87	choice	Is the scene set outdoors?	['no', 'yes']	easy	scene	Is the scene set outdoors? Options: A. no B. yes Answer with the option's letter from the given choices directly.
e07ac778	choice	Is it day?	['yes', 'no']	medium	scene	Is it day? Options: A. yes B. no Answer with the option's letter from the given choices directly.
3d3f403c	counting	How many cups are being held?	null	medium	counting	How many cups are being held? Answer with a number directly.
84f25491	choice	Is it night?	['no', 'yes']	medium	scene	Is it night? Options: A. no B. yes Answer with the option's letter from the given choices directly.
acca9eb9	choice	Is the goose plucked?	['yes', 'no']	medium	reasoning	Is the goose plucked? Options: A. yes B. no Answer with the option's letter from the given choices directly.
a85cf5fb	choice	Is the scene devoid of people?	['no', 'yes']	easy	scene	Is the scene devoid of people? Options: A. no B. yes Answer with the option's letter from the given choices directly.
e2cee817	choice	Does the scene feature only realistic, non-fantasy characters?	['no', 'yes']	medium	scene	Does the scene feature only realistic, non-fantasy characters? Options: A. no B. yes Answer with the option's letter from the given choices directly.
331c9ec5	counting	How many people can be seen?	null	hard	counting	How many people can be seen? Answer with a number directly.
ccc1ad36	choice	Are there animals in the scene?	['yes', 'no']	medium	scene	Are there animals in the scene? Options: A. yes B. no Answer with the option's letter from the given choices directly.
cb3f5cd4	choice	What is the man raising his cup doing?	['sitting', 'dancing', 'standing', 'jumping']	medium	activity	What is the man raising his cup doing? Options: A. sitting B. dancing C. standing D. jumping Answer with the option's letter from the given choices directly.
19753839	choice	Are all seats in the scene taken?	['yes', 'no']	medium	reasoning	Are all seats in the scene taken? Options: A. yes B. no Answer with the option's letter from the given choices directly.
afed7297	counting	How many candles can be seen?	null	hard	counting	How many candles can be seen? Answer with a number directly.
8147ea76	choice	Are there any free seats left in the scene?	['no', 'yes']	easy	reasoning	Are there any free seats left in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
87d6c8ca	choice	Is the scene set indoors?	['yes', 'no']	easy	scene	Is the scene set indoors? Options: A. yes B. no Answer with the option's letter from the given choices directly.
998758da	choice	Are there people in the scene?	['yes', 'no']	easy	scene	Are there people in the scene? Options: A. yes B. no Answer with the option's letter from the given choices directly.
a08e5eb9	choice	Is the scene devoid of animals?	['no', 'yes']	medium	scene	Is the scene devoid of animals? Options: A. no B. yes Answer with the option's letter from the given choices directly.
15f48ef9	counting	How many people can be seen?	null	hard	counting	How many people can be seen? Answer with a number directly.
483b40bd	choice	Is the scene set outdoors?	['yes', 'no']	easy	scene	Is the scene set outdoors? Options: A. yes B. no Answer with the option's letter from the given choices directly.
660110bf	choice	Is it night?	['no', 'yes']	easy	scene	Is it night? Options: A. no B. yes Answer with the option's letter from the given choices directly.
87b1a4ed	choice	Are some of the people in the scene outdoors?	['no', 'yes']	easy	reasoning	Are some of the people in the scene outdoors? Options: A. no B. yes Answer with the option's letter from the given choices directly.
3df3256d	choice	What is the color of the left-most pottery?	['teal', 'blue', 'black', 'white']	medium	attributes	What is the color of the left-most pottery? Options: A. teal B. blue C. black D. white Answer with the option's letter from the given choices directly.
da305d82	choice	Is the scene devoid of animals?	['yes', 'no']	medium	scene	Is the scene devoid of animals? Options: A. yes B. no Answer with the option's letter from the given choices directly.
039a6c2d	choice	What is the person dressed in brown at the front of the table in the leftmost house doing?	['walking', 'shoveling', 'painting', 'carrying pottery']	hard	activity	What is the person dressed in brown at the front of the table in the leftmost house doing? Options: A. walking B. shoveling C. painting D. carrying pottery Answer with the option's letter from the given choices directly.
c8d26c14	choice	Does the scene feature only realistic, non-fantasy characters?	['no', 'yes']	medium	scene	Does the scene feature only realistic, non-fantasy characters? Options: A. no B. yes Answer with the option's letter from the given choices directly.
b50e8d64	choice	Is the scene devoid of people?	['yes', 'no']	easy	scene	Is the scene devoid of people? Options: A. yes B. no Answer with the option's letter from the given choices directly.
7298b66a	choice	Are there animals in the scene?	['yes', 'no']	medium	scene	Are there animals in the scene? Options: A. yes B. no Answer with the option's letter from the given choices directly.
e7776a59	choice	Are all the people in the scene indoors?	['no', 'yes']	easy	reasoning	Are all the people in the scene indoors? Options: A. no B. yes Answer with the option's letter from the given choices directly.
19518601	choice	Are there people in the scene?	['yes', 'no']	easy	scene	Are there people in the scene? Options: A. yes B. no Answer with the option's letter from the given choices directly.
b044fe42	choice	Is it day?	['no', 'yes']	medium	scene	Is it day? Options: A. no B. yes Answer with the option's letter from the given choices directly.
54744fc3	counting	How many objects are on top of the leftmost table?	null	hard	counting	How many objects are on top of the leftmost table? Answer with a number directly.
2b3496a3	choice	Is the scene set indoors?	['yes', 'no']	medium	scene	Is the scene set indoors? Options: A. yes B. no Answer with the option's letter from the given choices directly.
1d498252	choice	Does the scene feature fantasy characters?	['yes', 'no']	easy	scene	Does the scene feature fantasy characters? Options: A. yes B. no Answer with the option's letter from the given choices directly.
85d09c6d	choice	What is the rightmost person doing?	['carrying pottery', 'walking', 'painting', 'plowing']	hard	activity	What is the rightmost person doing? Options: A. carrying pottery B. walking C. painting D. plowing Answer with the option's letter from the given choices directly.
f167e251	choice	Are there people in the scene?	['no', 'yes']	easy	scene	Are there people in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
10a9660f	choice	Are there animals in the scene?	['no', 'yes']	medium	scene	Are there animals in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
830c70a1	choice	Is it night?	['yes', 'no']	easy	scene	Is it night? Options: A. yes B. no Answer with the option's letter from the given choices directly.
c9d39ece	choice	Does the scene feature only realistic, non-fantasy characters?	['yes', 'no']	medium	scene	Does the scene feature only realistic, non-fantasy characters? Options: A. yes B. no Answer with the option's letter from the given choices directly.
fc53b143	choice	Does the scene feature fantasy characters?	['yes', 'no']	easy	scene	Does the scene feature fantasy characters? Options: A. yes B. no Answer with the option's letter from the given choices directly.
4d9c4a9d	choice	Is the scene set outdoors?	['yes', 'no']	medium	scene	Is the scene set outdoors? Options: A. yes B. no Answer with the option's letter from the given choices directly.
47294fd4	choice	Is it day?	['yes', 'no']	easy	scene	Is it day? Options: A. yes B. no Answer with the option's letter from the given choices directly.
6c4fbcf4	counting	How many people are working on top of the right hill?	null	medium	counting	How many people are working on top of the right hill? Answer with a number directly.
c15eb2c7	choice	Is the scene devoid of animals?	['no', 'yes']	medium	scene	Is the scene devoid of animals? Options: A. no B. yes Answer with the option's letter from the given choices directly.
de9ac198	choice	What color has the shirt of the right-most person?	['blue', 'green', 'yellow', 'white']	medium	attributes	What color has the shirt of the right-most person? Options: A. blue B. green C. yellow D. white Answer with the option's letter from the given choices directly.
8654f06b	choice	Is the scene set indoors?	['no', 'yes']	easy	scene	Is the scene set indoors? Options: A. no B. yes Answer with the option's letter from the given choices directly.
ec9abc6c	choice	Is the scene devoid of people?	['no', 'yes']	easy	scene	Is the scene devoid of people? Options: A. no B. yes Answer with the option's letter from the given choices directly.
2c29f782	choice	The pile of porcelain pots is present between which shelters?	['right two', 'middle two', 'none of the above', 'left two']	hard	reasoning	The pile of porcelain pots is present between which shelters? Options: A. right two B. middle two C. none of the above D. left two Answer with the option's letter from the given choices directly.
0296278e	counting	How many pieces of pottery are on the roof?	null	hard	counting	How many pieces of pottery are on the roof? Answer with a number directly.
5d5d38d2	choice	Is it night?	['no', 'yes']	easy	scene	Is it night? Options: A. no B. yes Answer with the option's letter from the given choices directly.
34ac93a5	choice	Is the scene set indoors?	['no', 'yes']	medium	scene	Is the scene set indoors? Options: A. no B. yes Answer with the option's letter from the given choices directly.
40a4b01a	choice	Are there animals in the scene?	['no', 'yes']	easy	scene	Are there animals in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
b3ec6658	counting	How many people are in the house in the back?	null	hard	counting	How many people are in the house in the back? Answer with a number directly.
3f6aa4f9	counting	How many tarts are visible?	null	medium	counting	How many tarts are visible? Answer with a number directly.
4fbc52f6	counting	How many fish are visible?	null	hard	counting	How many fish are visible? Answer with a number directly.
443b37fb	counting	How many pig feet are visible?	null	medium	counting	How many pig feet are visible? Answer with a number directly.
917adc3b	choice	Is the scene set outdoors?	['yes', 'no']	medium	scene	Is the scene set outdoors? Options: A. yes B. no Answer with the option's letter from the given choices directly.
07609e4b	ocr	What does the number on the sign read?	null	hard	ocr	What does the number on the sign read? Answer directly.
1f627d38	choice	Is it day?	['no', 'yes']	easy	scene	Is it day? Options: A. no B. yes Answer with the option's letter from the given choices directly.
656adcf1	choice	Are all the food options non suitable for vegetarians?	['yes', 'no']	hard	reasoning	Are all the food options non suitable for vegetarians? Options: A. yes B. no Answer with the option's letter from the given choices directly.
a0fc6d60	choice	Is the scene devoid of people?	['no', 'yes']	easy	scene	Is the scene devoid of people? Options: A. no B. yes Answer with the option's letter from the given choices directly.
8be68fbf	choice	Does the scene feature fantasy characters?	['no', 'yes']	medium	scene	Does the scene feature fantasy characters? Options: A. no B. yes Answer with the option's letter from the given choices directly.
7901784c	counting	How many pretzels are visible?	null	medium	counting	How many pretzels are visible? Answer with a number directly.
25a1bb39	counting	How many donkeys are visible?	null	medium	counting	How many donkeys are visible? Answer with a number directly.
28332dd5	choice	Are there people in the scene?	['no', 'yes']	easy	scene	Are there people in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
6e67f6d5	choice	Is the scene devoid of animals?	['yes', 'no']	easy	scene	Is the scene devoid of animals? Options: A. yes B. no Answer with the option's letter from the given choices directly.
f3a5dc4e	counting	How many bird can be seen flying in the top right corner?	null	medium	counting	How many bird can be seen flying in the top right corner? Answer with a number directly.
7a82b2b0	counting	How many separated animal heads can be seen?	null	medium	counting	How many separated animal heads can be seen? Answer with a number directly.
cbe4ee1d	choice	What color has the dress of the woman riding the donkey?	['white', 'red', 'blue', 'brown']	medium	attributes	What color has the dress of the woman riding the donkey? Options: A. white B. red C. blue D. brown Answer with the option's letter from the given choices directly.
c9cbe946	choice	Are there any food options suitable for vegetarians?	['no', 'yes']	hard	reasoning	Are there any food options suitable for vegetarians? Options: A. no B. yes Answer with the option's letter from the given choices directly.
13d85a11	counting	How many chicken are visible?	null	medium	counting	How many chicken are visible? Answer with a number directly.
e43d38ef	choice	What is the person sitting on the basket in the background doing?	['eating', 'painting', 'begging', 'singing']	medium	activity	What is the person sitting on the basket in the background doing? Options: A. eating B. painting C. begging D. singing Answer with the option's letter from the given choices directly.
ab98a025	choice	Does the scene feature only realistic, non-fantasy characters?	['yes', 'no']	medium	scene	Does the scene feature only realistic, non-fantasy characters? Options: A. yes B. no Answer with the option's letter from the given choices directly.
dc6482f8	choice	Is the scene set indoors?	['yes', 'no']	easy	scene	Is the scene set indoors? Options: A. yes B. no Answer with the option's letter from the given choices directly.
562c4fcc	choice	Are there people in the scene?	['yes', 'no']	easy	scene	Are there people in the scene? Options: A. yes B. no Answer with the option's letter from the given choices directly.
94b452fc	choice	Is it night?	['yes', 'no']	easy	scene	Is it night? Options: A. yes B. no Answer with the option's letter from the given choices directly.
6d271dec	choice	Is it safe to run fast in the scene?	['no', 'yes']	easy	reasoning	Is it safe to run fast in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
c667f0fa	choice	Is the scene set outdoors?	['yes', 'no']	easy	scene	Is the scene set outdoors? Options: A. yes B. no Answer with the option's letter from the given choices directly.
7226e448	choice	Are there more sleds driven by manpower than sleds driven by animals?	['yes', 'no']	medium	reasoning	Are there more sleds driven by manpower than sleds driven by animals? Options: A. yes B. no Answer with the option's letter from the given choices directly.
de61cee2	counting	How many birds can be seen in the sky?	null	hard	counting	How many birds can be seen in the sky? Answer with a number directly.
d6e35627	choice	Are there animals in the scene?	['no', 'yes']	easy	scene	Are there animals in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
f23dce3c	choice	Does the scene feature only realistic, non-fantasy characters?	['no', 'yes']	medium	scene	Does the scene feature only realistic, non-fantasy characters? Options: A. no B. yes Answer with the option's letter from the given choices directly.
d69d34c8	choice	What color has the horse in the center bottom?	['black', 'leopard', 'white', 'brown']	easy	attributes	What color has the horse in the center bottom? Options: A. black B. leopard C. white D. brown Answer with the option's letter from the given choices directly.
68bb74c9	choice	What are the possible sport activities in the scene if it was summer?	['surfing', 'skating', 'running', 'swimming']	medium	reasoning	What are the possible sport activities in the scene if it was summer? Options: A. surfing B. skating C. running D. swimming Answer with the option's letter from the given choices directly.
0a486b5f	choice	Is the scene devoid of animals?	['yes', 'no']	easy	scene	Is the scene devoid of animals? Options: A. yes B. no Answer with the option's letter from the given choices directly.
caa7d147	choice	Does the scene feature fantasy characters?	['yes', 'no']	easy	scene	Does the scene feature fantasy characters? Options: A. yes B. no Answer with the option's letter from the given choices directly.
c7c79407	choice	Is it dangerous to run fast in the scene?	['no', 'yes']	medium	reasoning	Is it dangerous to run fast in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
db17bb7f	choice	What are the possible sport activities in the scene?	['skating', 'running', 'surfing', 'swimming']	easy	reasoning	What are the possible sport activities in the scene? Options: A. skating B. running C. surfing D. swimming Answer with the option's letter from the given choices directly.
1e7a8565	choice	Is the scene devoid of people?	['yes', 'no']	easy	scene	Is the scene devoid of people? Options: A. yes B. no Answer with the option's letter from the given choices directly.
88c0d11e	counting	How many horses are pulling the sled in the bottom center?	null	medium	counting	How many horses are pulling the sled in the bottom center? Answer with a number directly.
53d6a33b	counting	How many people can be seen inside the sled in the bottom center?	null	hard	counting	How many people can be seen inside the sled in the bottom center? Answer with a number directly.
742d9399	choice	What is the proper outfit for the scene?	['t-shirt', 'down jacket ', 'short skirt', 'shirt pants']	medium	reasoning	What is the proper outfit for the scene? Options: A. t-shirt B. down jacket C. short skirt D. shirt pants Answer with the option's letter from the given choices directly.
9900be5b	choice	Is it day?	['yes', 'no']	easy	scene	Is it day? Options: A. yes B. no Answer with the option's letter from the given choices directly.
40c870d4	choice	Are there more sleds driven by animals than sleds driven by manpower?	['yes', 'no']	medium	reasoning	Are there more sleds driven by animals than sleds driven by manpower? Options: A. yes B. no Answer with the option's letter from the given choices directly.
3198dde9	choice	Is the sun more likely on the left side of the scene than on the right?	['no', 'yes']	easy	reasoning	Is the sun more likely on the left side of the scene than on the right? Options: A. no B. yes Answer with the option's letter from the given choices directly.
397893cc	choice	Is it day?	['yes', 'no']	easy	scene	Is it day? Options: A. yes B. no Answer with the option's letter from the given choices directly.
3e256fe7	choice	Are there people in the scene?	['no', 'yes']	easy	scene	Are there people in the scene? Options: A. no B. yes Answer with the option's letter from the given choices directly.
e89c911e	counting	How many dogs can be seen?	null	medium	counting	How many dogs can be seen? Answer with a number directly.
e2862cf4	choice	Is the sun more likely on the right side of the scene than on the left?	['no', 'yes']	medium	reasoning	Is the sun more likely on the right side of the scene than on the left? Options: A. no B. yes Answer with the option's letter from the given choices directly.

End of preview. Expand in Data Studio

VisualOverload

Is basic image understanding really solved in state-of-the-art VLMs? We present VisualOverload, a slightly different visual question answering (VQA) benchmark comprising 2,720 question–answer pairs, with privately held ground-truth responses. Unlike prior VQA datasets that typically focus on near global image understanding, VisualOverload challenges models to perform simple, knowledge-free visual understanding and reasoning of details in densely populated (or, *overloaded*) scenes. Our dataset consists of high-resolution scans of public-domain paintings that are populated with multiple figures, actions, and unfolding subplots set against elaborately detailed backdrops. Questions were handcrafted to probe for a thorough understanding of the scene.

📂 Load the dataset

The easiest way to load the dataset is to use HuggingFace's datasets.

from datasets import load_dataset

vol_dataset = load_dataset("paulgavrikov/visualoverload")

Each sample contains the following fields

question_id: Unique identifier of each question.
image: A PIL JPEG image. Most of our images match the total pixel count of 4k (3840x2160 px) in different aspect ratios.
question: A question about the image.
question_type: Type of question. Will be one of choice (response expected to be "A", "B", "C", or "D"), counting (freeform), or ocr (freeform). You can use this information to request a suitable output format.
options: This is the list of options for question_type=choice and empty otherwise. Please treat the options as answers options A, B, C, D (4 options) or A, B (2 options).
difficulty: Meta-data about the difficulty of the question. One of easy, medium, or hard.
category: Meta-data about the question task. One of activity, attributes, counting, ocr, reasoning, or scene.
default_prompt: You can use this prompt to stay compliant with our results. It is a simple combination of the question and answers, with some additional output format constraints. This should work well for most models.

🎯 Evaluate your model

Please see GitHub for an example evaluation script that generates a correct submission JSON.

All of our ground truth labels are private. The only way to score your submission is to use the evaluation server. You will need to sign in with a HuggingFace account.

Your predictions should be a list of dictionaries, each containing an question_id field and a response field. For multiple choice questions, the response field should contain the predicted answer choice. For open-ended questions, the response field should contain the option letter (A-D). We will apply simple heuristics to clean the responses, but please ensure they are as accurate as possible.

🏆 Submit to the leaderboard

We welcome all submissions for model or method (including prompting-based) to our dataset. Please create a GitHub issue following the template and include your predictions as JSON.

Downloads last month: 79

Size of downloaded dataset files:

631 MB

Size of the auto-converted Parquet files:

631 MB

Number of rows:

2,720

VisualOverload

📂 Load the dataset

🎯 Evaluate your model

🏆 Submit to the leaderboard

Space using paulgavrikov/visualoverload 1