id
string | coco_folder
string | file_name
string | captions
list | grid
array 2D | region
array 2D | text
array 2D |
|---|---|---|---|---|---|---|
391895
|
train2017
|
000000391895.jpg
| ["A man with a red helmet on a small moped on a dirt road. ","Man riding a motor bike on a dirt road(...TRUNCATED)
| [[0.12658435106277466,0.4316381812095642,0.00314408540725708,-1.142480731010437,0.7348440289497375,-(...TRUNCATED)
| [[1.2254822254180908,0.7855861783027649,-0.6311126947402954,-0.14498257637023926,-0.0529903918504715(...TRUNCATED)
| [[0.7361294031143188,-0.12563902139663696,-0.09169468283653259,0.8209435939788818,8.366523742675781,(...TRUNCATED)
|
522418
|
train2017
|
000000522418.jpg
| ["A woman wearing a net on her head cutting a cake. ","A woman cutting a large white sheet cake.","A(...TRUNCATED)
| [[0.06300835311412811,0.2693810760974884,0.07034128904342651,-0.8109822273254395,-0.1225856542587280(...TRUNCATED)
| [[1.289420485496521,0.6922855973243713,-0.7677057981491089,-0.4418738782405853,-0.001813487848266959(...TRUNCATED)
| [[1.5786813497543335,-0.23035785555839539,0.0867156833410263,0.24848762154579163,6.314842700958252,0(...TRUNCATED)
|
184613
|
train2017
|
000000184613.jpg
| ["A child holding a flowered umbrella and petting a yak.","A young man holding an umbrella next to a(...TRUNCATED)
| [[0.4038800001144409,-0.13702914118766785,-0.2844659090042114,-0.3714008033275604,0.1281169950962066(...TRUNCATED)
| [[1.3190479278564453,0.14050544798374176,-0.3887626528739929,0.2544221580028534,0.18766894936561584,(...TRUNCATED)
| [[1.1560710668563843,0.15440461039543152,0.426076740026474,0.883466362953186,5.348626136779785,0.401(...TRUNCATED)
|
318219
|
train2017
|
000000318219.jpg
| ["A young boy standing in front of a computer keyboard.","a little boy wearing headphones and lookin(...TRUNCATED)
| [[0.2039673626422882,-0.09674432873725891,-0.028556331992149353,-0.9070349335670471,0.17090882360935(...TRUNCATED)
| [[0.6789644360542297,0.6588336825370789,-0.6468464136123657,-0.3057193160057068,0.16394156217575073,(...TRUNCATED)
| [[1.5785953998565674,-0.696912944316864,-0.12817905843257904,0.7476069331169128,5.7834367752075195,0(...TRUNCATED)
|
554625
|
train2017
|
000000554625.jpg
| ["a boy wearing headphones using one computer in a long row of computers","A little boy with earphon(...TRUNCATED)
| [[-0.14097142219543457,0.20227421820163727,-0.3955706059932709,-0.6723703145980835,0.914421916007995(...TRUNCATED)
| [[0.6086161732673645,0.7050317525863647,-0.44355037808418274,-0.09431912750005722,0.2665649652481079(...TRUNCATED)
| [[1.6465624570846558,-0.02660420723259449,0.15996301174163818,0.9744905829429626,6.729541301727295,0(...TRUNCATED)
|
574769
|
train2017
|
000000574769.jpg
| ["A woman in a room with a cat.","A girl smiles as she holds a cat and wears a brightly colored skir(...TRUNCATED)
| [[0.3934839367866516,0.36629679799079895,-0.19223153591156006,-0.2430359125137329,1.0394084453582764(...TRUNCATED)
| [[1.5259863138198853,0.5905096530914307,-0.2699401378631592,-0.18220007419586182,0.1737988144159317,(...TRUNCATED)
| [[0.8274447321891785,-0.4836854338645935,0.05607088282704353,0.36722803115844727,4.687302589416504,0(...TRUNCATED)
|
60623
|
train2017
|
000000060623.jpg
| ["A young girl inhales with the intent of blowing out a candle. ","A young girl is preparing to blow(...TRUNCATED)
| [[0.22772099077701569,0.7500894665718079,0.8650221824645996,-0.570767879486084,0.03470052778720856,-(...TRUNCATED)
| [[1.024878740310669,0.45351046323776245,-0.5627794861793518,0.025407904759049416,0.16761140525341034(...TRUNCATED)
| [[1.2982335090637207,-0.6972121000289917,0.21540385484695435,-0.07220807671546936,6.804498672485352,(...TRUNCATED)
|
309022
|
train2017
|
000000309022.jpg
| ["A commercial stainless kitchen with a pot of food cooking. ","Some food sits in a pot in a kitchen(...TRUNCATED)
| [[-0.12076694518327713,0.46452948451042175,-0.4303804039955139,-0.7575333118438721,0.039237603545188(...TRUNCATED)
| [[0.9729364514350891,1.8244800567626953,-1.0908290147781372,-0.6337527632713318,0.006328542716801166(...TRUNCATED)
| [[0.6647430658340454,-0.2608107030391693,0.02903212234377861,-0.37013348937034607,4.665430545806885,(...TRUNCATED)
|
5802
|
train2017
|
000000005802.jpg
| ["Two men wearing aprons working in a commercial-style kitchen.","Chefs preparing food in a professi(...TRUNCATED)
| [[0.2582450807094574,0.05271455645561218,0.24556204676628113,-0.861962080001831,0.6101529598236084,-(...TRUNCATED)
| [[1.7546370029449463,0.6633069515228271,-0.45591282844543457,-0.48024046421051025,0.1475776731967926(...TRUNCATED)
| [[0.6354280114173889,-1.3223292827606201,-0.27240902185440063,-0.6642549633979797,6.498795032501221,(...TRUNCATED)
|
222564
|
train2017
|
000000222564.jpg
| ["Two chefs in a restaurant kitchen preparing food. ","Two cooks are cooking the food someone ordere(...TRUNCATED)
| [[0.004227139055728912,0.3828316330909729,0.5601972937583923,-0.985832691192627,0.5658005475997925,-(...TRUNCATED)
| [[0.9881157875061035,0.8717260956764221,-0.6092292070388794,-0.2420029640197754,-0.2024785429239273,(...TRUNCATED)
| [[0.675623893737793,-0.8953274488449097,0.004387213382869959,-0.5669349431991577,2.2641735076904297,(...TRUNCATED)
|
End of preview. Expand
in Data Studio
COCO2017 Derived Multimodal Features
不包含任何 COCO 影像。本資料集提供以 COCO2017 為來源所產生的特徵:
grid:CLIP 視覺 backbone 的 9×9 patch 特徵(81×768)region:Co-DETR 的前50物件區域特徵(50×256)text:對應 captions 的 CLIP text 特徵(5×512)(COCO 預設 captions = 5/圖)
授權與來源
- COCO 註解(含 captions)採 CC BY 4.0;請於使用時保留歸屬與鏈結。
- COCO 影像需依其原始授權(多源自 Flickr)另行下載;本資料集不包含影像。
加載與範例
from datasets import load_dataset
ds = load_dataset("username/coco2017-derived-feats-clip-codetr", split="train")
ex = ds[0]
ex["grid"] # List[List[float]] of shape (81, 768)
ex["region"] # List[List[float]] of shape (50, 256)
ex["text"] # List[List[float]] of shape (5, 512)
Citation
- COCO Consortium: https://cocodataset.org/
- License (annotations): CC BY 4.0
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