img imagewidth (px) 375 800 | question stringlengths 110 233 | choices stringlengths 181 367 | answer_0 stringclasses 4
values | answer_1 stringclasses 5
values | answer_2 stringclasses 5
values | answer_3 stringclasses 5
values | answer_4 stringclasses 5
values | gt stringclasses 4
values | avg_rating float64 1 2.4 | category int64 0 2 |
|---|---|---|---|---|---|---|---|---|---|---|
I prefer to keep drinks away from electronics to avoid accidental spills.
What change should I make to satisfy this preference? | a) remove the object in bounding box A from the desk.
b) make no changes.
c) move the object in bounding box B slightly to the left.
d) reposition the object in bounding box E closer to the user. | a | a | a | a | b | a | 1.6 | 0 | |
I prefer that small personal electronics (like cell phones) be placed on the left side of the desk.
Which single change to this scene would best satisfy my preference? | a) move object in bounding box D to the left edge of the desk.
b) move object in bounding box A slightly toward the left side of the desk.
c) move object in bounding box E to the left edge of the desk.
d) move object in bounding box B to the left edge of the desk. | c | c | c | c | c | c | 1.4 | 2 | |
I prefer that computer monitors be placed on the floor near the desk instead of sitting on the desk surface.
What single change to this scene would best satisfy my preference? | a) move the object in bounding box A to the center of the desk at eye level.
b) place the object in bounding box B on the nearest chair and keep the display elevated.
c) place the object in bounding box B on the desk surface and leave the screen on its stand.
d) place the object in bounding box A on the floor to the... | d | d | d | other | d | d | 2.4 | 2 | |
I prefer utensils to be positioned to the right of all fruits and vegetables rather than to the left.
What change to this scene, if any, would satisfy my preference? | a) make no changes.
b) place the object in bounding box A next to the orange to group the fruits.
c) move the object in bounding box A to the far right of the onion.
d) move the object in bounding box B to the far right of the onion. | d | d | d | d | d | d | 1 | 2 | |
I prefer my utensils to be crossed and placed on top of the plate instead of beside it.
What change to the scene, if any, would best satisfy my preference? | a) place the object in bounding box E crossed on top of the plate.
b) make no changes.
c) pull the object in bounding box B farther from the dining table to signal an empty seat.
d) arrange the object in bounding box E parallel beside the plate. | a | a | a | a | other | a | 2.4 | 2 | |
I prefer to minimize fire hazards around the cooking area.
What change should be made to reduce fire risk near the stove? | a) remove the object in bounding box C from the counter next to the stove.
b) place a towel over the object in bounding box B controls to keep them covered.
c) move the object in bounding box A to the adjacent countertop to free space above the stove.
d) move the utensil container and any flammable items at least 12... | d | d | d | other | d | d | 1.8 | 0 | |
I prefer not to have open glasses left on surfaces near the bed.
What change should I make to follow this preference? | a) remove the object in bounding box C from the coffee table.
b) remove the object in bounding box D from the coffee table.
c) move the object in bounding box A closer to the desk.
d) make no changes. | b | b | b | d | b | b | 2 | 0 | |
I prefer that the white cup be the only beverage container left on the desk.
What change to this scene would satisfy my preference? | a) remove both red soda cans and the object in bounding box D.
b) remove the object in bounding box E.
c) move the object in bounding box B to the left to create more clear space without removing drinks.
d) remove the two red soda cans but keep the object in bounding box A on the desk. | a | a | a | other | a | a | 1.4 | 2 | |
I prefer countertops to remain clear and uncluttered.
What change, if any, should be made to this kitchen to better match this preference? | a) place the object in bounding box B on the countertop near the stove.
b) move the object in bounding box C to a more central location in the room.
c) make no changes.
d) remove the object in bounding box D from the countertop. | d | d | d | d | d | d | 1.8 | 0 | |
I prefer a tidy, uncluttered workspace.
What change should I make to the scene to better match my preference? | a) place the object in bounding box A on the right desk.
b) remove the object in bounding box B from the desk.
c) move the object in bounding box B to the center of the desk.
d) make no changes. | c | other | b | b | b | b | 1.6 | 0 | |
I prefer a minimalist look with no decorative items on horizontal surfaces.
What change should I make to the room to match this preference? | a) place the object in bounding box C on the media cabinet.
b) remove the object in bounding box C from the dining table.
c) make no changes.
d) move the object in bounding box A onto the dining table. | b | other | d | b | b | b | 1.6 | 0 | |
I prefer that all fresh fruit be removed from the scene entirely so no fruit remains visible anywhere in the kitchen.
What change to this scene, if any, would best satisfy my preference? | a) remove the object in bounding box E.
b) place the object in bounding box B on the countertop to distract from other items.
c) make no changes.
d) move the object in bounding box C to the far corner of the countertop. | a | a | a | a | a | a | 1.2 | 2 | |
I prefer the dining table to be clear of loose dishes or cups and to have only a small, centered centerpiece.
What change should I make to the items on the table to satisfy this preference? | a) remove all loose cups and dishes, including the object in bounding box C, leaving only a small, centered vase.
b) make no changes.
c) add another set of cups next to the object in bounding box C.
d) move the object in bounding box B to one end of the table. | a | a | a | a | a | a | 1 | 0 | |
I prefer the stove to be the only black appliance visible.
Which change to the scene, if any, would satisfy my preference? | a) move the object in bounding box C into a drawer.
b) remove the object in bounding box B.
c) make no changes.
d) remove the object in bounding box A, the blender, and the small black appliance. | b | d | d | d | d | d | 1 | 2 | |
I prefer tabletop drink arrangements to have an odd number of wine glasses (1 or 3) rather than an even number.
What change to this scene would satisfy my preference? | a) remove one of the object in bounding box D.
b) remove the object in bounding box C from the table.
c) make no changes.
d) move the object in bounding box A to face the window. | a | a | a | a | a | a | 1 | 2 | |
I prefer that a single large carrot piece be placed visibly on the placemat beside the bowl rather than being in the soup.
What change to this scene, if any, would best satisfy my preference? | a) set the object in bounding box B neatly on top of the napkin.
b) move the object in bounding box A closer to the napkin.
c) place the object in bounding box D on the placemat to the right of the bowl.
d) make no changes. | c | c | c | c | c | c | 1 | 2 | |
I prefer that drink containers be placed at the far right edge of my desk, away from electronics.
What change to this scene, if any, would satisfy my preference? | a) place the object in bounding box A at the far right edge of the desk.
b) move the object in bounding box B to the far right edge of the desk.
c) make no changes.
d) move the object in bounding box C closer to the keyboard on the left side of the desk. | a | other | a | a | a | a | 1 | 2 | |
I prefer the central small table to be kept clear for group activities.
What change should I make to best satisfy this preference? | a) place the object in bounding box A on top of the small table to create extra workspace.
b) clear off the object in bounding box B by moving the books and globe to shelving.
c) make no changes.
d) stack more supplies on the object in bounding box B to keep them together. | b | b | b | b | b | b | 1 | 0 | |
I prefer a clean, uncluttered countertop for meal preparation.
What change should I make to best satisfy this preference? | a) remove the object in bounding box C from the island.
b) make no changes.
c) move the object in bounding box B closer to the island, creating more items nearby.
d) place the object in bounding box C in the center of the island as a display. | a | a | a | a | a | a | 1 | 0 | |
I prefer decorative items (like clocks) to be placed directly on desk surfaces rather than on window ledges.
What change to this scene would best satisfy my preference? | a) make no changes.
b) place the object in bounding box A on the desk between the two monitors.
c) remove the object in bounding box A from the room.
d) move the object in bounding box B to the windowsill behind the left monitor. | b | b | b | b | c | b | 1.8 | 2 | |
I prefer to keep food and drinks away from electronics.
What change should I make to the workspace to follow this preference? | a) make no changes.
b) remove the object in bounding box C from the desk.
c) adjust the object in bounding box A to face directly forward.
d) reposition the object in bounding box B closer to the center of the desk. | b | b | b | b | b | b | 1 | 0 | |
I prefer that all fresh fruit be stored out of sight inside kitchen appliances instead of being displayed.
What change to this scene, if any, would best satisfy my preference? | a) move the object in bounding box C of fruit to the windowsill among the plants.
b) place the fruit from the island into the object in bounding box B.
c) place the fruit into the decorative object in bounding box C on the island.
d) make no changes. | d | b | b | other | b | b | 1.8 | 2 | |
I prefer that plants or floral arrangements (including potted plants and vases of cut flowers) be placed on the floor near windows rather than on the dining table.
What change to this scene, if any, would best satisfy my preference? | a) move the vase of tulips from the table to the floor beside the window.
b) place the object in bounding box C next to the vase on the table to tidy the setting.
c) place the object in bounding box B on the sideboard near the window.
d) place the object in bounding box B in the center of the table as a focal center... | d | a | a | a | other | a | 2 | 2 | |
I prefer that any colorful or decorative items be grouped together on the central island rather than scattered around the perimeter counters.
Which change to this scene would best satisfy my preference? | a) shift object in bounding box C toward the far end of the room to balance the layout.
b) place object in bounding box D on the center of the island.
c) move object in bounding box B to the counter next to the stove.
d) make no changes. | d | b | b | other | b | b | 1.6 | 2 | |
I prefer that mats be stored elevated on surfaces (on tables or shelves) rather than left on the floor.
What change to this scene would satisfy my preference? | a) move the object in bounding box B to the center of the room.
b) place the object in bounding box A on a nearby table or shelf.
c) make no changes.
d) store the object in bounding box A upright against the wall. | d | b | b | b | c | b | 1.6 | 2 | |
I prefer that electronics be placed on the dining table together with decorative centerpieces.
What change to this scene, if any, would satisfy my preference? | a) move the object in bounding box A onto the dining table next to the centerpiece.
b) place the object in bounding box C on the low media cabinet.
c) remove the object in bounding box C from the dining table.
d) make no changes. | d | a | a | a | a | a | 1.2 | 2 | |
I prefer a minimalist, uncluttered bathroom countertop.
What change should be made to the counter area to best satisfy this preference? | a) place the object in bounding box D on the front edge of the counter.
b) remove the object in bounding box C from the countertop.
c) clean the object in bounding box A thoroughly.
d) make no changes. | d | d | b | d | b | d | 1.2 | 0 | |
I prefer an ergonomic workspace with the external keyboard centered in front of the main monitors.
What change should I make to better satisfy this ergonomic preference? | a) center the object in bounding box B directly in front of the dual monitors.
b) remove the object in bounding box B from the desk.
c) make no changes.
d) place the object in bounding box A on a riser between the monitors. | a | c | a | a | other | a | 1.6 | 0 | |
I prefer the room to feel more open and uncluttered.
What change, if any, should I make to the room to best satisfy this preference? | a) reposition the object in bounding box A to face the center of the room.
b) move the object in bounding box B onto the bookshelf to create a focal point.
c) make no changes.
d) remove the object in bounding box A from the room. | a | a | d | a | a | a | 1.8 | 0 | |
I prefer that beverages be removed from the visible desktop and stored out of sight underneath the desk.
What change to this scene, if any, would satisfy my preference? | a) center the object in bounding box B directly in front of the monitor.
b) make no changes.
c) remove the object in bounding box C from the desk.
d) move the object in bounding box A closer to the wall. | c | c | c | c | c | c | 1.2 | 2 | |
I prefer bowls to be placed beside the plates (to the right) instead of being stacked on top of them.
What change to this scene would best satisfy my preference? | a) make no changes.
b) place the object in bounding box C neatly to the right of the plates.
c) stack the object in bounding box B higher on top of the plates to emphasize the set.
d) move the object in bounding box B to the right side of the stacked plates. | d | d | other | other | d | d | 1.6 | 2 | |
I prefer to keep the floor clear to reduce tripping hazards.
What change should I make to the scene to satisfy this preference? | a) store the object in bounding box B under the chair.
b) move the object in bounding box A to the floor beside the chair.
c) place the object in bounding box B on the desk.
d) make no changes. | c | d | other | d | d | d | 2 | 0 | |
I prefer a formal place setting with utensils arranged neatly beside the plate.
What change should be made to the table to satisfy this preference? | a) make no changes.
b) place the object in bounding box E neatly to the right of the plate.
c) move the object in bounding box B closer to the table.
d) clear the object in bounding box A of dishes and cups. | a | a | a | a | a | a | 1.4 | 0 | |
I prefer my laptop to be hidden off the desk (out of sight) while keeping the external keyboard available for use.
What single change to this scene would best satisfy my preference? | a) move the object in bounding box B to the center of the desk.
b) make no changes.
c) place the object in bounding box A directly in front of the monitors.
d) remove the object in bounding box A from the desk. | d | d | d | d | d | d | 1.2 | 2 | |
I prefer that decorative items (such as vases) be kept only on the left side of the sink.
What change to the scene, if any, would best satisfy my preference? | a) move the object in bounding box C to the right side of the counter.
b) make no changes.
c) move the object in bounding box C to the right side of the sink and put the object in bounding box D beside it.
d) place a decorative ornamental bowl on the right side of the counter. | b | b | b | b | b | b | 1 | 2 | |
I prefer the arrangement to contain only fruit.
What change should I make to the arrangement on the surface to match my preference? | a) remove the object in bounding box B and the onion from the surface.
b) slice the object in bounding box A on the surface.
c) peel the object in bounding box A and leave the others as is.
d) leave the arrangement unchanged. | a | a | a | a | a | a | 1.2 | 0 |
This is the visual human preferences dataset with both the bounding-box and non-bounding-box variants from the paper "A Dataset for Dynamic Human Preferences for Vision Language Models".
Data Attribution
Images in this benchmark dataset are sourced from the Visual Genome Dataset (Version 1.2). Images were modified to include bounding boxes.
- The Visual Genome dataset is licensed under Creative Commons Attribution 4.0 International License
The original Visual Genome Dataset was introduced in:
@article{krishna2017visual,
title={Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations},
author={Ranjay Krishna and Yuke Zhu and Oliver Groth and Justin Johnson and Kenji Hata and Joshua Kravitz and Stephanie Chen and Yannis Kalantidis and Li-Jia Li and David A. Shamma and Michael S. Bernstein and Li Fei-Fei},
journal={International Journal of Computer Vision},
year={2017},
volume={123},
pages={32-73},
url={https://doi.org/10.1007/s11263-016-0981-7},
doi={10.1007/s11263-016-0981-7}
}
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