Lay-Your-Scene: Natural Scene Layout Generation with Diffusion Transformers
Paper
• 2505.04718 • Published
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27 | Two men appear to play a game via the wii console. | wii console . man . | [
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28 | A vegetable pizza on the edge of a table | table . pizza . | [
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34 | A fire hydrant in the middle of a flower bed. | flower bed . fire hydrant . | [
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41 | An airplane loading or unloading passengers at an airport. | airport . airplane . | [
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43 | A view of train tracks and a train. | train . track . | [
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52 | A woman with a colorful umbrella in front of her. | umbrella . woman . | [
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53 | Surfboards and wake boards lined up in a row. | wakeboard . surfboard . | [
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60 | cooking dinner on stove in small kitchen at home | stove . home . kitchen . | [
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63 | A woman with sunglasses by two zebras in the background. | zebra . sunglasses . woman . | [
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66 | A street sign on a pole that reads Rockefeller Plaza. | sign . pole . | [
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67 | A panoramic view of a kitchen and all of its appliances. | kitchen . appliance . | [
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69 | A man has chocolate donuts saran wrapped to his body. | saran wrap . donut . man . | [
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72 | An older and a younger zebra standing together. | zebra . | [
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75 | Food sitting on a beige plate with a blue napkin beside it. | plate . napkin . food . | [
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80 | Light colored teddy bear dressed in a hoodie and pants | teddy bear . hoodie . pants . | [
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240 | A man standing with his thumbs in his pockets in front of a door. | door . man . | [
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246 | A picture of the Rockefeller Plaza street sign. | sign . pole . | [
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248 | A man standing in a pen full of cattle. | cattle . pen . man . | [
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249 | A meal of a hot dog cut in half, on top of either bread or crackers, with a certain green vegetable that is stuffed on the side. | bread . vegetable . cracker . hotdog . | [
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250 | A bathroom with walls that are painted baby blue. | bathroom . | [
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254 | A guy doing tricks outside on his skateboard. | skateboard . guy . | [
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255 | An angled view of a beautifully decorated bathroom. | bathroom . | [
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256 | A plate of fish with broccoli and a baked potato on the side. | plate . fish . broccoli . potato . | [
{
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{
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258 | A large group of people flying kites on a beach. | beach . person . kite . | [
{
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{
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259 | A giraffe hiding its face behind a rock wall. | rock wall . giraffe . | [
{
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260 | A man swinging a tennis racket on a court. | tennis racket . court . man . | [
{
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{
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351.19,
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261 | A person sticking a fork into an appetizing dessert. | fork . dessert . person . | [
{
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{
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262 | A train sitting on a set of tracks. | train . track . | [
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263 | Two zebras standing very close to each other. | zebra . | [
{
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"label": "zebra",
"logit": 1,
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264 | A man posing for a picture in front of a white background. | background . man . | [
{
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{
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265 | A backpack and a bike sitting on a trail. | trail . backpack . bike . | [
{
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{
"box": [
21.48,
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266 | A man working with a bunch of cattle. | man . cattle . | [
{
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{
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267 | A meal of hotdogs and veggies on a dish. | dish . veggie . hotdog . | [
{
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},
{
"box": [
435.9355115890503,
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268 | A deep dish pizza resting on a table. | pizza . table . | [
{
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"label": "table",
"logit": 0.63712... |
271 | A skater jumps with his board down the stairs. | skater . board . stairs . | [
{
"box": [
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},
{
"box": [
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272 | The two people are walking down the beach. | person . beach . | [
{
"box": [
267.71,
39.41,
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{
"box": [
359.16,
31.57,
533.6600000000001,
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"label": "person",
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274 | A hand going towards an caged eating giraffe. | giraffe . hand . | [
{
"box": [
208.18,
13.21,
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133.14312934875488,
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275 | Three black motorcycles parked on a paved road. | motorcycle . road . | [
{
"box": [
216.53,
184.85,
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{
"box": [
59.14,
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368.58000000000004
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"label": "motorcycle",
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276 | A child sitting at a table next to a wall eating. | wall . child . table . | [
{
"box": [
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327.88098907470703,
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{
"box": [
495.9611076414585,
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277 | The large clock was prominently displaying the time. | clock . | [
{
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38.83,
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333.65999999999997,
401.02
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"label": "clock",
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] |
278 | The boats navigated around the curves of the attraction. | boat . attraction . | [
{
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158.94,
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183.86
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"label": "boat",
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1
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280 | A small dog is lying on a large pillow. | dog . pillow . | [
{
"box": [
81.45,
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281 | There are no people outside the building on the street corner. | street . building . | [
{
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},
{
"box": [
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282 | The cow is rushing towards a moving car. | cow . car . | [
{
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247.85,
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310.48,
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1
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},
{
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283 | The patrons enjoy their beverages at the bar. | beverage . bar . patron . | [
{
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387.35946267843246,
237.12300695478916
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},
{
"box": [
448.4803704544902,
198.71480204164982,
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284 | The bear noticed that it is being watched. | bear . | [
{
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131.46,
110.35,
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"label": "bear",
"logit": 1,
"logits": [
1
]
}
] |
288 | A sink and a toilet inside a small bathroom. | toilet . bathroom . sink . | [
{
"box": [
212.36,
255.06,
282.02,
382.02
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"label": "toilet",
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},
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289 | A skateboarder performing a move on a ramp. | skateboard . skateboarder . ramp . | [
{
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211.74,
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275.5,
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163.28,
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291 | Two birds sitting on a park bench in a grassy field. | grassy field . bird . park bench . | [
{
"box": [
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},
{
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179.17,
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292 | The birthday cake was made to look like a train. | train . cake . | [
{
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295 | A clock above a sign to a store | clock . sign . store . | [
{
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38.83,
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296 | A few empty boats at a river ride | boat . river . | [
{
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123.55,
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468 | The computer sat on the table beside the fireplace | fireplace . table . computer . | [
{
"box": [
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},
{
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470 | A skier slowly descends down a hill in the wintertime. | hill . skier . | [
{
"box": [
0.6762313842773431,
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},
{
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471 | A stuffed cow sits on a patchwork quilt | quilt . cow . | [
{
"box": [
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},
{
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472 | A male tennis player prepares to hit a ball. | ball . player . | [
{
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"label": "player",
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}
] |
475 | A cake is in the shape of a train. | cake . train . | [
{
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28.52,
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478 | A black metal bicycle with a clock inside the front wheel. | bicycle . clock . | [
{
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],
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481 | A group of people wearing red shirts posing behind a white surfboard. | shirt . surfboard . people . | [
{
"box": [
115.93,
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482 | A group of business people standing in front of a Trade Winds - Asia sign. | business person . sign . | [
{
"box": [
294.49202060699463,
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412.71073818206787,
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},
{
"box": [
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483 | A girl in a green shirt and hat being defended by a girl in a white dress while playing frisbee. | shirt . frisbee . girl . hat . dress . | [
{
"box": [
110.12,
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486 | A man riding a dirt bike over a field of dirt. | dirt bike . field . man . | [
{
"box": [
228.3287811279297,
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},
{
"box": [
192.16835021972656,
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487 | A child is on a snowboard at a resort. | resort . child . snowboard . | [
{
"box": [
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},
{
"box": [
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490 | There are two green couches an a dog sleeping on a footstool. | couch . footstool . dog . | [
{
"box": [
1.03,
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639.6197605133057,
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491 | A boy is looking at hot dogs on a grill. | boy . grill . hot dog . | [
{
"box": [
183.34888458251953,
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468.9620590209961,
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"label": "boy",
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},
{
"box": [
25.389118194580078,
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492 | A black and white bird is perched on a bannister. | bird . bannister . | [
{
"box": [
17.85,
13.49,
502.17,
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"label": "bird",
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"logits": [
1
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},
{
"box": [
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364.6376419067383,
518.3976609706879,
637.8640365600586
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"label": "bannister",
"logit": 0.31367... |
493 | Yellow 'DIP' sign along a small town street. | street . sign . | [
{
"box": [
0.624787062406539,
285.845510661602,
374.3879087269306,
497.86532670259476
],
"label": "street",
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},
{
"box": [
92.43130311369896,
285.19104421138763,
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494 | A young lady poses in front of her surfboard on a sandy beach. | lady . beach . surfboard . | [
{
"box": [
185.77439546585083,
238.71000289916992,
358.6042857170105,
614.6196937561035
],
"label": "lady",
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0.7651042938232421
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},
{
"box": [
0.41788101196289,
349.04510498046875,
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495 | An adult elephant stands in front of a tree. | tree . elephant . | [
{
"box": [
21.164040565490723,
0.075946331024169,
83.43113422393799,
327.0053294301033
],
"label": "tree",
"logit": 0.32976645231246904,
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0.32976645231246904
]
},
{
"box": [
333.6734914779663,
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496 | A red city bus driving down a street. | street . bus . | [
{
"box": [
18.53595733642578,
215.6302785873413,
227.22530364990234,
314.1293954849243
],
"label": "street",
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},
{
"box": [
18.707799911499023,
539.7991466522217,
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497 | A white plate with pizza, chicken wings, an egg role, and ranch dressing. | chicken wing . pizza . plate . egg role . ranch dressing . | [
{
"box": [
83.21869850158691,
0.127716064453125,
274.5180416107178,
162.8664207458496
],
"label": "chicken wing",
"logit": 0.46418454206291304,
"logits": [
0.46867251396179205,
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]
},
{
"box": [
50.787200927734375,
65.... |
498 | Two fighter planes crossing while flying in the sky. | plane . sky . | [
{
"box": [
409.71420764923096,
106.0240186303854,
504.68902111053467,
185.2188750654459
],
"label": "plane",
"logit": 0.750603914260864,
"logits": [
0.750603914260864
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},
{
"box": [
243.1477665901184,
143.92345842719078,
307.4377512931... |
End of preview. Expand
in Data Studio
YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)
COCOCaptionGrounded dataset is generated using open-domain grounding model Grounding-DINO on COCOCaptionObjects dataset. The dataset is available for both train and val splits of COCO captions as single json file.
Each json file contains a list of objects extracted from the captions as JSON dictionary with the following keys:
caption_id: COCO caption idcaption: COCO captiondino_prompt: Prompt passed to the Grounding DINO modelannotations: list of objects extracted from the caption with their grounding scoreslogits: Grounding logitslogit: Bounding box confidence scorebox: Bounding box coordinates in the format[x1, y1, x2, y2]where(x1, y1)is the top-left corner and(x2, y2)is the bottom-right cornerlabel: Object label
Reference: arxiv.org/abs/2505.04718
license: llama3
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