Datasets:

vlm-run
/

FineVision-vlmbench-mini

prompt stringlengths 2 374	response stringlengths 1 5.92k	image_height int32 256 2.05k	image_width int32 256 2.05k	num_images int32 1 10	source stringclasses 22 values	category stringclasses 4 values	prompt_length int32 2 374	response_length int32 1 5.92k
How many elephants can be seen in the image?	There are three elephants visible in the image.	480	640	1	LLaVA_Instruct_150K	natural	45	47
What are the two objects seen sitting by the window in the image?	The two objects sitting by the window in the image are a real cat and a cat figurine, possibly made of ceramic or serving as a cat-shaped container.	423	500	1	LLaVA_Instruct_150K	natural	65	148
What color are the scissors in the image?	The scissors in the image are yellow.	427	640	1	LLaVA_Instruct_150K	natural	41	37
What is the skateboarder doing in the image?	The skateboarder is performing a high jump or vault, leaping over a bar or obstacle while riding the skateboard.	426	640	1	LLaVA_Instruct_150K	natural	44	112
What type of bed is in the bedroom?	There is a big white bed in the bedroom.	514	640	1	LLaVA_Instruct_150K	natural	35	40
How many people are sitting on the bench in the image?	There are two people sitting on the bench in the image.	640	424	1	LLaVA_Instruct_150K	natural	54	55
The item next to the water bottle is usually used in what setting?	swimming	428	640	1	a_okvqa	natural	66	8
Why would someone be seated here? Please explain your reasoning.	to eat. The table is set with a full meal, a drink, and a fork.	480	640	1	a_okvqa	natural	64	63
Who paved this street?	no one	427	640	1	a_okvqa	natural	22	6
What type of matchup is this? Choices: A) men's singles B) women's singles C) mixed doubles D) men's doubles	men's singles	333	640	1	a_okvqa	natural	109	13
What is the giant fish in the air? Please explain your reasoning.	kite. The giant fish is flying like a kite.	406	640	1	a_okvqa	natural	65	43
What is the color of the bear Give a very brief answer.	Brown.	533	640	1	cocoqa	natural	55	6
What is the color of the umbrella Be succinct.	Red.	426	640	1	cocoqa	natural	46	4
What is the man sitting in a chair hold on a leash Short answer required.	Dog.	428	640	1	cocoqa	natural	73	4
What is perched on the wet surface off the water Give a very brief answer.	Pigeon.	561	640	1	cocoqa	natural	74	7
How many boys sledding together on a snowy bank Keep it brief.	Three.	480	640	1	cocoqa	natural	62	6
Please provide a concise description of this image.	In this image I can see there are groups of persons standing and holding an object. And there is a stick attached to the stand.	768	1,024	1	localized_narratives	natural	51	127
How would you summarize this image in a sentence or two?	There are two persons. Person on the left is wearing a tiara. In the background it is dark.	680	1,024	1	localized_narratives	natural	56	91
Describe this image in one or two sentences.	In front of the picture, we see the blue color rope is tied to the boat. Here, we see the boats are sailing on the water. This water might be in the pond. At the bottom, we see the ground. On the left side, we see a wall. In the background, we see the grass and the hills. At the top, we see the sky and the clouds. This...	1,024	683	1	localized_narratives	natural	44	340
Can you describe this image briefly?	In this picture I can see there are two men standing and the person on to left is wearing a blazer and smiling and the person to the right is shaking hands and he is wearing a blazer and holding a certificate. In the backdrop there is a table and there are few photo frames placed on the wall and there are lights attach...	829	1,024	1	localized_narratives	natural	36	375
Describe this image in one or two sentences.	This person is sitting on a chair and plays a musical instruments. This person holds sticks and wire cap. This are electronic devices.	683	1,024	1	localized_narratives	natural	44	134
What's in the image? <image>	The image shows several elephants in the water, with people wearing blue shirts and hats. They seem to be interacting with the elephants, and some are washing or caring for the animals. It looks like a moment from an elephant sanctuary or a similar setting.	426	640	1	lvis_instruct4v	natural	28	257
How many children are in the image? <image>	There are two children in the image.	397	640	1	lvis_instruct4v	natural	43	36
What objects can you see in the image? <image>	In the image, I can see a person sitting on a sofa with a laptop in front of them. There are also several magazines scattered around, a blanket, a pillow, spectacles, and a small Lego piece. Additionally, there's a computer mouse next to the laptop.	640	471	1	lvis_instruct4v	natural	46	249
<image> What are the main objects you see in the image?	I see several people with umbrellas, a few deer, and a person holding a backpack and giving a thumbs up. The scene appears to be outdoors, and it seems to be a rainy day given the number of umbrellas.	480	640	1	lvis_instruct4v	natural	55	200
What do you see in the image? <image>	I see an airplane parked on a runway or tarmac. There's a building in the background, which appears to be a control tower. The airplane has visible wheels and a propeller at its front.	508	640	1	lvis_instruct4v	natural	37	184
What do you think is going on in this snapshot?	This image captures a dynamic moment in a soccer game. The main focus is a player, dressed in a black jersey with the letters "WSU" emblazoned in white on the back, black shorts, and socks. This player is in the midst of kicking a white ball, which is now airborne, towards the goal. The player's body is angled away fro...	427	640	1	sharegpt4v(coco)	natural	47	1,145
What do you think is going on in this snapshot?	This image captures a lively scene on a sandy beach under a clear blue sky. A multitude of colorful kites are soaring in the sky, their vibrant hues contrasting beautifully against the azure backdrop. A large orange teddy bear kite is flying high, its cheerful face looking down at the beach below. Not far from it, a ...	332	500	1	sharegpt4v(coco)	natural	47	1,006
What do you see happening in this image?	This image captures a serene moment in a grassy field where a brown horse is being attentively groomed by two individuals. The horse, adorned with a vibrant red halter, stands calmly as the grooming process takes place. One person is positioned next to the horse's head, securely holding the reins. Their stance suggest...	449	640	1	sharegpt4v(coco)	natural	40	974
What is this photo about'?	The image presents a tranquil scene from a zoo enclosure. There are two zebras, their black and white stripes contrasting against the earthy tones of their surroundings. One zebra stands confidently, facing the camera, while the other has its back turned, perhaps exploring something out of frame. They are standing on a...	480	640	1	sharegpt4v(coco)	natural	26	740
Write a detailed description of the given image.	This image captures a moment in a serene forested area. The main subject is a white safari truck with a brown wooden interior, parked on a dirt road. The truck is facing the left side of the image, and it's equipped with a roof rack for carrying additional cargo. A spare tire is mounted on the back ...	427	640	1	sharegpt4v(coco)	natural	48	830
Explain the visual content of the image in great detail.	The image depicts a bustling city scene with a focus on a double-decker bus. Here's a detailed description: - The bus is the main object in the image. It's a double-decker bus, which suggests that this could be in a city where such buses are common, like London or Hong Kong. - The bus is predominantly *white...	480	640	1	sharegpt4v(coco)	natural	56	1,560
The first image is the image on the left, the second image is the image on the right. Analyze the images presented: Is the assertion "In the left image, a row of empty black barber chairs face leftward toward a countertop." valid? Answer yes or no.	Yes.	675	900	2	nlvr2	multi_image	248	4
The first image is the image on the left, the second image is the image on the right. For the images displayed, is the sentence "Multiple people stand in front of an arch in one image." factually correct? Answer yes or no.	No.	683	1,024	2	nlvr2	multi_image	222	3
The first image is the image on the left, the second image is the image on the right. Given the left and right images, does the statement "One of the images includes a single penguin facing to the left." hold true? Answer yes or no.	No.	450	338	2	nlvr2	multi_image	232	3
The first image is the image on the left, the second image is the image on the right. Considering the images on both sides, is "The image on the right shows a single marmot standing on its back legs eating food." valid? Answer yes or no.	Yes.	480	640	2	nlvr2	multi_image	237	4
The first image is the image on the left, the second image is the image on the right. For the images displayed, is the sentence "In one of the images, a goose is flapping its wings while on the water" factually correct? Answer yes or no.	Yes.	428	750	2	nlvr2	multi_image	237	4
The first image is the image on the left, the second image is the image on the right. For the images displayed, is the sentence "The left image contains a row of three guinea pigs, and the right image contains two guinea pigs with wavy fur." factually correct? Answer yes or no.	No.	309	474	2	nlvr2	multi_image	278	3
The first image is the image on the left, the second image is the image on the right. Evaluate the accuracy of this statement regarding the images: "The left image shows a white saxophone witht turquoise on its gold buttons and its upturned bell facing right, and the right image shows a straight white instrument with i...	Yes.	640	427	2	nlvr2	multi_image	374	4
The first image is the image on the left, the second image is the image on the right. Considering the images on both sides, is "In one image, a black album with red trim is show both open and closed." valid? Answer yes or no.	Yes.	1,024	2,048	2	nlvr2	multi_image	225	4
The first image is the image on the left, the second image is the image on the right. Assess this claim about the two images: "One image shows a brown desk with three computer screens visible on top of it.". Correct or not? Answer yes or no.	Yes.	833	2,000	2	nlvr2	multi_image	241	4
The first image is the image on the left, the second image is the image on the right. For the images displayed, is the sentence "At least ten lotion-type products are shown in total." factually correct? Answer yes or no.	No.	1,000	879	2	nlvr2	multi_image	220	3
The first image is the image on the left, the second image is the image on the right. Assess this claim about the two images: "1 bird is facing left and 1 bird is facing right.". Correct or not? Answer yes or no.	Yes.	350	350	2	nlvr2	multi_image	212	4
What are the steps to prepare and apply the colorant?	The steps to prepare and apply the colorant include Pierce seal of colorant tube, Dispense a little bit of colorant, Read product information and safety warnings, Conduct a patch test, Pour colorant into open bottle, Start with dry, unwashed hair, Apply cap, Begin by applying product to areas of stubborn grays, Avoid c...	785	1,310	2	DoclingMatix	multi_image	53	498
What is the total square footage of the showcased home?	The total square footage of the showcased home is 1,176 square feet.	1,650	1,275	4	DoclingMatix	multi_image	55	68
Q1: What are the process steps for Conference Name attendees regarding rental of electrical outlets?	A1: The process steps for attendees of Conference Name regarding rental of electrical outlets include filling out and submitting a form and payment no later than 1 week prior to show opening to receive the pre-paid price. If the form and payment are received after the pre-paid price deadline, the floor price applies. A...	1,650	1,275	2	DoclingMatix	multi_image	100	529
What is the primary focus of the first section?	The primary focus of the first section is replacing the power steering pump on a Buick Regal.	1,650	1,275	4	DoclingMatix	multi_image	47	93
What document provides guidelines for the conduct of mayors and councillors?	The document is the Code of Conduct for Councillors in Queensland.	1,755	1,241	3	DoclingMatix	multi_image	76	66
What are the parties involved in the United States v. Multiple Listing Service case?	The parties involved in the United States v. Multiple Listing Service case are the United States of America as the plaintiff, and Realtors of Portland, Washington County Board of Realtors, and Clackamas County Board of Realtors as the defendants.	1,650	1,275	4	DoclingMatix	multi_image	84	246
What events are scheduled for April under the San Juan Golf & Tennis Club Event Schedule?	The events scheduled for April include a Golf Team Match Play on Friday from 9:00 to 2:00, Men’s Club Opening Day on Saturday at 8:00, Lloyd’s Group Opening Day on Monday at 9:00, Men’s Club Championship Sign Up on Saturday, and a Spring Scramble on Sunday at 1:00 Shotgun.	1,650	1,275	2	DoclingMatix	multi_image	89	273
What is the temperature range in which the component can operate according to the datasheet?	The component can operate within a temperature range of -55°C to +125°C.	1,754	1,241	3	DoclingMatix	multi_image	92	72
Who was absent from the meeting?	Commissioner Bill Nanry was absent from the meeting.	1,650	1,275	4	DoclingMatix	multi_image	32	52
What is the main topic of the document?	The main topic of the document is the analysis of different design alternatives to reduce the risk of Low Power and Shutdown Operation (LPSD) in Advanced Pressurized Water Reactors (PWRs).	1,755	1,241	2	DoclingMatix	multi_image	39	188
What is the main product described in the PDF?	The main product described in the PDF is the JT KS Gate Control Unit.	1,500	1,125	3	DoclingMatix	multi_image	46	69
Looking at this presentation slide from 'tushyaoctpowerpoint-140904133330-phpapp01_95', How many years passed between the introduction of OCT and OCT2?	Based on the information in the slide(s), the answer is: 5	768	1,024	5	slidevqa	multi_image	151	58
Looking at this presentation slide from 'visionmobileiotmegatrendsiotaccelerateberlinv003-150505144739-conversion-gate02_95', What month in 2015 is the presentation?	Based on the information in the slide(s), the answer is: March	768	1,024	7	slidevqa	multi_image	165	62
Looking at this presentation slide from 'physicalinventorywarehouselayoutplanning-141103110533-conversion-gate02_95', Which step is directly connected to Finished goods: Work in process or Raw Materials?	Work in process	576	1,024	4	slidevqa	multi_image	203	15
Looking at this presentation slide from 'quanta-his-ppt-140528045523-phpapp01_95', How many systems are listed in External Systems?	Based on the information in the slide(s), the answer is: 4	768	1,024	3	slidevqa	multi_image	131	58
Looking at this presentation slide from 'montelutzpacgrassrootsobamasocialpulpitpublic-1234020130488768-3_95', According to Edelman Trust Barometer, what is the difference (%) between credibility in bloggers and that in academic in North America?	Based on the information in the slide(s), the answer is: 43	768	1,024	3	slidevqa	multi_image	246	59
Looking at this presentation slide from 'peterboersmauxdeliverablesinpracticeiakonferenz2009slideshare-090520164735-phpapp02_95', How many -able UX elements are there?	Based on the information in the slide(s), the answer is: 7	768	1,024	4	slidevqa	multi_image	167	58
Looking at this presentation slide from 'freevs-151106000456-lva1-app6892_95', On the slide that has the text Hi! It's nice to meet you. at it's top and center, what color is Katy Homanick's hair?	Based on the information in the slide(s), the answer is: blonde	559	1,024	7	slidevqa	multi_image	196	63
Looking at this presentation slide from 'publicopinionlandscape-election20161-160114190531_95', What is the difference in Congress Current Job Approval percentage between respondents who Approve compared to Disapprove?	Based on the information in the slide(s), the answer is: 60	792	1,024	9	slidevqa	multi_image	218	59
Looking at this presentation slide from 'treesinthedatabase-slideshare-090617144655-phpapp01_95', What programming language do ibuildings claim to be professionals at?	Based on the information in the slide(s), the answer is: PHP	768	1,024	5	slidevqa	multi_image	167	60
Looking at this presentation slide from 'project-20bbx-130812132028-phpapp02_95', In 2012, which Smartphone Platform has that highest percentage of Subscriber Share?	Based on the information in the slide(s), the answer is: Android	792	1,024	10	slidevqa	multi_image	165	64
Who wrote this book? Offer a very short reply.	Jacqueline Rose.	500	323	1	ocrvqa	ocr	46	16
What is the title of this book? Offer a terse response.	Guidelines for the Assessment of General Damages in Personal Injury Cases (JSB Guidelines for the Assessment of General Damages in Personal Injury Cases).	500	343	1	ocrvqa	ocr	55	154
Who is the author of this book? Provide a short and direct response.	Roby Sawyers.	500	390	1	ocrvqa	ocr	68	13
Who wrote this book? Your answer should be very brief.	Prima Games.	500	308	1	ocrvqa	ocr	54	12
Who wrote this book? Make the answer very short.	Jeanne Mayo.	500	334	1	ocrvqa	ocr	48	12
Who wrote this book? Your response must be concise.	Ann Haggar.	500	378	1	ocrvqa	ocr	51	11
What does the first red sign say? Be succinct.	STOP.	256	256	1	st_vqa	ocr	46	5
What letters are on the side of the jet? Be succinct.	USN.	256	256	1	st_vqa	ocr	53	4
Who owns this aircraft? Keep it brief.	US Air Force.	333	500	1	st_vqa	ocr	38	13
What is the brand of Soda? Keep it brief.	DR PEPPER.	256	256	1	st_vqa	ocr	41	10
What is written on the sign? Write a very short answer.	Galilee Ln.	375	500	1	st_vqa	ocr	55	11
What does it say in white lettering under the logo on the right of the black background? Concise answer only.	Statoil.	256	256	1	st_vqa	ocr	109	8
Identify the text contained in this image.	ANTHONY Buck Images	427	640	1	cocotext	ocr	42	19
Please transcribe the text information in this image.	UPPER WEST WEST SIDE LEECKER Profoot 710 91 CEF EKEA OFF LIV	480	640	1	cocotext	ocr	53	60
Read and extract the text from this image.	8:33 9832 MTA ULU HWRU 99 Photography N Emmanuel 2013 ST BCH 011	427	640	1	cocotext	ocr	42	64
Please identify all text content in this image.	Chocolate Souffle Cake Peppermint Bark ChefGregLeon chefgregleon@gmail.com Leon Greg Chef	480	640	1	cocotext	ocr	47	89
Identify the text displayed in this image.	Silk SMOOTH DELICIOUS CE A BUTTER PEANUT Dreams Chocolate Dark	640	480	1	cocotext	ocr	42	62
Identify and type out any text in this image.	and next to prevent its settlement.	1,024	1,024	1	rendered_text	ocr	45	35
Capture text content from the picture.	we evaluate the fraction of galaxies with measured velocities as a function of optical magnitude and radial separation from the radio galaxies.	1,024	1,024	1	rendered_text	ocr	38	143
Transcribe visible text from this photograph.	She accurately lists her previous employment and skills.	1,024	1,024	1	rendered_text	ocr	45	56
Type out the text from this image.	The industrialization process continued until 1917. Later in the years of Soviet industrialization. Russia was in the role of catching up, trying to catch up with the advanced countries of the West in terms of industrial development.	1,024	1,024	1	rendered_text	ocr	34	233
List all text content of this photo.	Just getting ready for my day.	1,024	1,024	1	rendered_text	ocr	36	30
What is written in the image? Answer this question using the text in the image directly.	268	564	1,300	1	iiit5k	ocr	88	3
What is written in the image? Answer this question using the text in the image directly.	COMING	281	1,109	1	iiit5k	ocr	88	6
What is written in the image? Answer this question using the text in the image directly.	TFT	340	596	1	iiit5k	ocr	88	3
What is written in the image? Answer this question using the text in the image directly.	HOME	284	728	1	iiit5k	ocr	88	4
What is written in the image? Answer this question using the text in the image directly.	Observe	528	2,048	1	iiit5k	ocr	88	7
Can you read the text shown in the image?	Newton’s step is computed by solving the above linear system (2.13) for $\Delta x$. One of the disadvantages of obtaining Newton’s step by solving the linear system (2.13) lies in the fact that the dimension of the linear system (2.13) is large for large-scale problems. In the following section, we present a reduced me...	1,650	1,275	1	olmOCR-mix-0225-documents	ocr	41	2,615
Read and return the text shown in the picture.	affiliations are transparent. 2. In accordance with requirement 2.3 on license registers, the government should publish the date of application for licenses and contracts, as well as the date of award and duration of the licenses and contracts, ideally on the online license register. 3. In accordance with requirement...	1,754	1,241	1	olmOCR-mix-0225-documents	ocr	46	3,043
Identify and return all the text visible in this image.	for IPD (OR = 0.26; 95% CI 0.14 to 0.45), likely reflecting substantial overlap between the 2 analyses. Finally, there were 5 meta-analyses that included 3 studies evaluating PPSV23 effectiveness against all-cause CAP. Of these 5 meta-analyses, 3 (2 with significant statistical heterogeneity) found no effectiveness....	1,613	1,182	1	olmOCR-mix-0225-documents	ocr	55	5,923
Please transcribe the text from this document image.	loading. Since the flood event, Council has undertaken design reviews of the terminal designs for new terminals which were planned prior to the flood event (see paragraph 23). For the West End and Teneriffe terminal designs, those reviews considered the adequacy of the existing design standards for debris loading for a...	1,754	1,241	1	olmOCR-mix-0225-documents	ocr	52	1,412
What is written in the uploaded document?	Independent Auditors' Report on Supplementary Information Board of Directors Marian Middle School We have audited the financial statements of Marian Middle School as of and for the years ended June 30, 2013 and 2012, and have issued our report thereon dated November 7, 2013, which contained an unmodified opinion on t...	1,650	1,275	1	olmOCR-mix-0225-documents	ocr	41	1,430
Which analysis is mentioned in this document? Provide a short and direct response.	WATER ANALYSIS.	2,048	1,584	1	docvqa	document	82	15
What is the date mentioned in the top of the document? Make the answer very short.	Saturday, March 25, 2000.	2,048	1,544	1	docvqa	document	82	25
What is the title of the document? Your answer should be compact.	The pennsylvania state university.	2,048	1,599	1	docvqa	document	65	34
What was the function mentioned in this resevation form? Ensure brevity in your answer.	FAMILY DAY.	2,048	1,600	1	docvqa	document	88	11

End of preview. Expand in Data Studio

FineVision-vlmbench-mini

128 randomly selected rows from HuggingFaceM4/FineVision, designed for benchmarking VLM inference latency and throughput with the vlmbench CLI.

Purpose

This dataset is not intended for evaluating VLM accuracy or quality. It exists to provide a small, realistic, and diverse workload for measuring inference performance — tokens/sec, time-to-first-token, throughput under batching, VRAM usage, etc. The 128 rows span four input modalities so that benchmarks exercise the full range of image sizes, token counts, and multi-image handling that production VLM deployments encounter.

Use it with vlmbench:

pip install vlmbench
vlmbench run --model <model> --dataset vlm-run/FineVision-vlmbench-mini

Category	Rows	Description	Sources
natural	32	Single natural-image VQA and captioning	LLaVA_Instruct_150K, a_okvqa, cocoqa, localized_narratives, lvis_instruct4v, sharegpt4v(coco)
multi_image	32	Multi-image reasoning (2-14 images per row)	nlvr2, DoclingMatix, slidevqa
ocr	32	Dense text recognition and scene-text VQA	ocrvqa, st_vqa, cocotext, rendered_text, iiit5k, olmOCR-mix-0225-documents
document	32	Structured documents, forms, charts, invoices	docvqa, dvqa, funsd, infographic_vqa, invoices_receipts, chartqa, CoSyn_400k_document

Schema

Column	Type	Description
`images`	`list[Image]`	One or more PIL images
`prompt`	`string`	The user question / instruction
`response`	`string`	The reference answer
`image_height`	`int32`	Height of the first image (px)
`image_width`	`int32`	Width of the first image (px)
`num_images`	`int32`	Number of images in this row
`source`	`string`	FineVision config name
`category`	`string`	`natural`, `multi_image`, `ocr`, or `document`
`prompt_length`	`int32`	Character count of prompt
`response_length`	`int32`	Character count of response

Statistics

Image Dimensions by Category
Category       Avg W   Avg H   Min WxH      Max WxH
natural          669     514   424x332    1024x1024
multi_image     1059     989   338x309    2048x1755
ocr              760     704   256x256    2048x1650
document         919    1152   295x448    1654x2048

Multi-image: min=2, max=10, mean=3.5 images per row

Curation

Rows were selected via reservoir sampling over bounded streaming windows from 22 FineVision configs. Images are filtered for minimum resolution (256px single-image, 128px multi-image) and normalized to RGB.

Curation script: scripts/datasets/curate_finevision.py

Usage

from datasets import load_dataset

ds = load_dataset("vlm-run/FineVision-vlmbench-mini", split="train")

# Filter by category
ocr = ds.filter(lambda x: x["category"] == "ocr")

License

Subset of FineVision — inherits its licensing terms. See the original dataset card for individual source licenses.

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