aimagelab/ReT-CLIP-ViT-L-14
Visual Document Retrieval
•
0.5B
•
Updated
•
74
Datasets:
ArXiv:
License:
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'answer'})
This happened while the json dataset builder was generating data using
hf://datasets/aimagelab/ReT-M2KR/jsonl/m2kr/train/evqa_train.jsonl (at revision 362e0109da8880952d290737877813b53952d7b9)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
data_id: string
dataset_id: string
question: string
instruction: string
image_path: string
passage_text: string
passage_id: string
passage_image_path: string
answer: list<item: string>
child 0, item: string
to
{'data_id': Value('int64'), 'dataset_id': Value('string'), 'question': Value('null'), 'instruction': Value('string'), 'image_path': Value('string'), 'passage_text': Value('string'), 'passage_image_path': Value('null'), 'passage_id': Value('string')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1451, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 994, in stream_convert_to_parquet
builder._prepare_split(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'answer'})
This happened while the json dataset builder was generating data using
hf://datasets/aimagelab/ReT-M2KR/jsonl/m2kr/train/evqa_train.jsonl (at revision 362e0109da8880952d290737877813b53952d7b9)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
data_id
int64 | dataset_id
string | question
null | instruction
string | image_path
string | passage_text
string | passage_image_path
null | passage_id
string |
|---|---|---|---|---|---|---|---|
4,539,375 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00453/004539375.jpg
|
select luxury furniture 3 - inch gel memory foam mattress topper
| null |
a0a4b2e1-1d2c-4e0b-b93a-f3e7805f123e
|
2,239,345 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00223/002239345.jpg
|
a grey watch with an army style strap
| null |
a7eba194-2439-4ab1-a05e-c4a75ef2fb2a
|
5,947,502 |
cc
| null |
Describe the image concisely.
|
cc/00594/005947502.jpg
|
a dragon kite flying in the blue sky stock images
| null |
a5a16a5e-c40a-468b-8917-0e96f1b53378
|
5,116,462 |
cc
| null |
Create a compact narrative representing the image presented.
|
cc/00511/005116462.jpg
|
$ 10 - cute cheap printed mini dress - khaki multicolor striped floral print peasant short sleeve tunic
| null |
73070400-3346-4091-a2b9-487918ae6b81
|
2,017,886 |
cc
| null |
Write a terse but informative summary of the picture.
|
cc/00201/002017886.jpg
|
augmented reality using aruco markers in opencv
| null |
06257429-63e3-450b-b29b-19c25dba265c
|
1,819,539 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00181/001819539.jpg
|
a pair of childrens boots in the shape of knitted shoes
| null |
70294ba7-f4e3-481c-a1d1-3677a677b847
|
2,838,027 |
cc
| null |
Write a terse but informative summary of the picture.
|
cc/00283/002838027.jpg
|
floral watercolor clip art rose flower border with pink
| null |
173aaae6-b5b3-4be2-b58f-911db83a6117
|
406,392 |
cc
| null |
Offer a succinct explanation of the picture presented.
|
cc/00040/000406392.jpg
|
the divine queen in her elaborate masks canvas print featuring the face and hands of a woman with red hair
| null |
f1d19c79-6db5-4456-9b6a-f1256c3438d0
|
6,288,475 |
cc
| null |
Write a terse but informative summary of the picture.
|
cc/00628/006288475.jpg
|
an aerial view of paris at night from a plane stock photo
| null |
396db276-a356-4ec0-9b61-fb5e36bca0df
|
75,539 |
cc
| null |
Write a terse but informative summary of the picture.
|
cc/00007/000075539.jpg
|
the nike air trainer low in desert tan and black
| null |
f5f36f1f-7a7b-48fe-b46d-e8968ef825b1
|
1,649,122 |
cc
| null |
Summarize the visual content of the image.
|
cc/00164/001649122.jpg
|
a illustration of a dj in a crowd with the text so dop
| null |
595b1a5e-cc65-448c-9b44-0d4b302e9268
|
2,326,944 |
cc
| null |
Offer a succinct explanation of the picture presented.
|
cc/00232/002326944.jpg
|
floor plan of cottage type house, 1 bedroom
| null |
9d326d19-85a3-4a25-a635-722130a26ae7
|
93,116 |
cc
| null |
Describe the image concisely.
|
cc/00009/000093116.jpg
|
a cat looking back sitting on a rock at the ocean vacation & travel summer beach ocean animal pet animals dog
| null |
6a24fd50-0ba7-4dba-9126-60cd18e9b43d
|
951,660 |
cc
| null |
Describe the image concisely.
|
cc/00095/000951660.jpg
|
a small toy bin with a raccoon print
| null |
909ba62f-5218-4ff0-97cc-a7358aaa03b2
|
6,366,709 |
cc
| null |
Offer a succinct explanation of the picture presented.
|
cc/00636/006366709.jpg
|
business people at conference table, with a text saying why smart managers don't do sales meetings
| null |
02de4fb2-764f-49a9-9493-8c0d8cd48c9f
|
205,111 |
cc
| null |
Provide a brief description of the given image.
|
cc/00020/000205111.jpg
|
the peanuts cartoon show, with a girl and a man holding up a sign that says, she's
| null |
12f77cb3-81ae-4985-ae5a-78d5447f8752
|
3,062,571 |
cc
| null |
Summarize the visual content of the image.
|
cc/00306/003062571.jpg
|
anker case for the jbl boom 2
| null |
583e1126-adf7-4613-b21b-152d23db3bde
|
5,531,752 |
cc
| null |
Create a compact narrative representing the image presented.
|
cc/00553/005531752.jpg
|
the front saddle seat pack is attached to a bike's saddle
| null |
22039902-d364-43c4-9957-04141fd87497
|
5,389,063 |
cc
| null |
Provide a brief description of the given image.
|
cc/00538/005389063.jpg
|
elisabeth henning
| null |
7f9ec5ba-4d9d-4853-8cc1-973fcacd06ac
|
3,713,357 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00371/003713357.jpg
|
a group of people on an inflatable raft, in a rapid white water river with a wave breaking
| null |
5ed66c6a-1fd6-4589-991d-64502e6f3c58
|
1,489,285 |
cc
| null |
Provide a brief description of the given image.
|
cc/00148/001489285.jpg
|
an orange traffic cone with a red flashing light
| null |
2166739f-1ca4-435f-9c2c-fb412572bfc4
|
3,569,527 |
cc
| null |
Create a compact narrative representing the image presented.
|
cc/00356/003569527.jpg
|
calculations for pca
| null |
6624a787-0064-4f73-b235-c6bab338a8df
|
82,148 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00008/000082148.jpg
|
christmas greeting with wreath and red bauble on white background, scandinavian christmas text
| null |
45a8f924-3836-4981-a364-cf797d0150fa
|
956,213 |
cc
| null |
Share a concise interpretation of the image provided.
|
cc/00095/000956213.jpg
|
nickelodeons new rugger
| null |
17c4e505-1353-45dc-8c9c-80dec49adb14
|
6,498,284 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00649/006498284.jpg
|
the coffee maker stickers and stickers pack
| null |
0f21aa67-c43c-4553-87cb-6c3bae09e5f8
|
3,618,761 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00361/003618761.jpg
|
arsenal womans 18 / 21 long sleeve training top
| null |
0dc35834-4cea-41e3-8c1d-6569e402a2d3
|
4,564,488 |
cc
| null |
Share a concise interpretation of the image provided.
|
cc/00456/004564488.jpg
|
a group of british motorcycle gear and helmets
| null |
3fdc84c1-2c44-4849-a30a-566dd04491d8
|
4,398,009 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00439/004398009.jpg
|
a burgundy book with a boat floating in the water
| null |
e44abf7a-0dd1-4b9d-a282-f0e2a3688288
|
3,472,061 |
cc
| null |
Share a concise interpretation of the image provided.
|
cc/00347/003472061.jpg
|
rochelle lovett and joe manda
| null |
f3ca2e2f-870c-4611-8cb8-0b4f222fd612
|
3,362,053 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00336/003362053.jpg
|
twit, synonym for twit, synonym for twit
| null |
cde5f277-9c0c-4282-92a2-dc7c6098d6e1
|
2,972,155 |
cc
| null |
Offer a succinct explanation of the picture presented.
|
cc/00297/002972155.jpg
|
the makers faire on a blue and white background with the logo of maker faire on it
| null |
3fffc7a9-6e23-4eba-8f7c-3ef121c3c669
|
1,745,272 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00174/001745272.jpg
|
alpina sunglasses explorer black matt
| null |
d709f40c-fc04-406f-bca7-bd0b66e35cbd
|
448,786 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00044/000448786.jpg
|
two photos one is an orange lamp and the other is a white light
| null |
5dcd53a1-7acd-4d60-8cd8-96eeacc0ac01
|
1,952,409 |
cc
| null |
Create a compact narrative representing the image presented.
|
cc/00195/001952409.jpg
|
the data center features three tablets, a tablet monitor and various diagrams
| null |
923e7ca8-29b9-4293-b46c-daebc28fbfdd
|
412,068 |
cc
| null |
Provide a brief description of the given image.
|
cc/00041/000412068.jpg
|
the nike air zoom elite is a sleek, lightweight shoe that will fit all the needs to pack up with
| null |
797d3961-bb10-4e4a-981b-3dac16a6cb50
|
1,938,755 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00193/001938755.jpg
|
green tackle and ball fundraiser flyer
| null |
a60e97da-e9f1-4392-8d83-28ef3bf955e2
|
2,648,198 |
cc
| null |
Describe the image concisely.
|
cc/00264/002648198.jpg
|
men's black and red ohio duck river jacket
| null |
cd4b6857-01f7-4af4-b4f0-3b6e5e8c6168
|
3,172,346 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00317/003172346.jpg
|
the aerial view of the marina and resort of benissa, near barcelona, on the coast of the mediterranean
| null |
3ac141c2-a64b-43c6-a8ad-0e441cc5919c
|
896,428 |
cc
| null |
Describe the image concisely.
|
cc/00089/000896428.jpg
|
a phone on a red background, with a white and red text that reads spread positivity
| null |
2fa94b56-5c82-4dc0-a2ff-7e5b9fcef4a4
|
678,978 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00067/000678978.jpg
|
ufc ufc announces welterweights to the ring on the next episode of wwe
| null |
7f02f560-4a2f-48e2-ad05-c19c6f3168a0
|
1,455,885 |
cc
| null |
Describe the image concisely.
|
cc/00145/001455885.jpg
|
the chandelier with a glass center and gold finish
| null |
bc3c4cad-6e53-4c6e-821c-2925e7f8804c
|
5,147,220 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00514/005147220.jpg
|
minister vijay kumar reddy addressing to media in visanagar, west bengal | hyderabad tv
| null |
3176ae7b-cf16-4f33-9dca-c78ddba3f89c
|
3,286,865 |
cc
| null |
Share a concise interpretation of the image provided.
|
cc/00328/003286865.jpg
|
the midland charity ball flyer
| null |
a7b33bc6-6f1f-4c82-a6ff-2827269780aa
|
4,915,801 |
cc
| null |
Share a concise interpretation of the image provided.
|
cc/00491/004915801.jpg
|
space station and rose tank shirt
| null |
8379aabc-860f-4f0f-8bd6-defdeddd018c
|
3,085,194 |
cc
| null |
Summarize the visual content of the image.
|
cc/00308/003085194.jpg
|
the process of using rfps to identify the operational environment
| null |
b9364940-2bd0-46b7-9bba-94294669fbb1
|
4,088,496 |
cc
| null |
Create a compact narrative representing the image presented.
|
cc/00408/004088496.jpg
|
a bar graph shows the chromosome level and the age of the kinases of phosphoruso - 308 / mg
| null |
7e32bc9b-3b21-41ca-944c-8c055e73ed2d
|
3,674,579 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00367/003674579.jpg
|
platinum 1 01 princess cut pave diamond engagement rings
| null |
220b2ede-7993-41fd-9c62-1ed773605dd4
|
54,222 |
cc
| null |
Share a concise interpretation of the image provided.
|
cc/00005/000054222.jpg
|
a drawing of a bonsail with a frame behind it
| null |
0ab87572-b084-4197-a5ed-a3099b2ade84
|
1,066,082 |
cc
| null |
Provide a brief description of the given image.
|
cc/00106/001066082.jpg
|
the bands against breast cancer logo
| null |
9504931a-9bec-4c3b-8859-2c2394677519
|
19,465 |
cc
| null |
Offer a succinct explanation of the picture presented.
|
cc/00001/000019465.jpg
|
the bunk room
| null |
b68a3772-3249-4788-82b9-9716aba61967
|
5,301,430 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00530/005301430.jpg
|
the raven legacy of a master thief
| null |
4e1365b5-3b0b-4fc7-8a3e-85a3da4e5072
|
2,448,962 |
cc
| null |
Describe the image concisely.
|
cc/00244/002448962.jpg
|
a porch at rockytop, a 2 bedroom cabin rental located in pigeon country
| null |
02f4d985-3c72-4180-a4de-b6976c2ca334
|
1,095,007 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00109/001095007.jpg
|
the wrecker by clive cussler and justin scott
| null |
1f3035fa-3dcc-46d1-8bac-6f8b552dbb10
|
1,558,989 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00155/001558989.jpg
|
new york red bulls bamboo iphone case
| null |
e17cd7b8-5ba0-4da1-a468-b2f518a31696
|
275,473 |
cc
| null |
Create a compact narrative representing the image presented.
|
cc/00027/000275473.jpg
|
the monster girls in the pit at brno
| null |
d3d6f7df-2dc9-429e-a5fa-003265d5856e
|
3,060,719 |
cc
| null |
Describe the image concisely.
|
cc/00306/003060719.jpg
|
the test - footed nerve's steps an evening with frank zappa by michael e schwartz
| null |
cbde5b39-14b0-49fd-a594-a75e557387f4
|
5,353,120 |
cc
| null |
Summarize the visual content of the image.
|
cc/00535/005353120.jpg
|
front panel bracket cover for suzuki
| null |
cb909403-1dbb-433b-a71c-b1f01932efc4
|
2,306,499 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00230/002306499.jpg
|
vampire nights - the new adventures of vampire nights 1
| null |
3367c23a-1771-4f6b-9d8f-9904a66779ce
|
1,154,889 |
cc
| null |
Summarize the visual content of the image.
|
cc/00115/001154889.jpg
|
the soprano christmas sweatshirt with a santa claus head on it
| null |
77ad0ba5-d858-4973-953b-82d30074b608
|
108,574 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00010/000108574.jpg
|
rock formations near the dolomite mountains in italy
| null |
20adbc88-b005-48f1-8ad2-218b5a93e9ea
|
51,961 |
cc
| null |
Provide a brief description of the given image.
|
cc/00005/000051961.jpg
|
a model presents a costume in the costume contest
| null |
0438fa9d-ebc6-4e5b-8656-8553ac3b6ee5
|
769,514 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00076/000769514.jpg
|
red rock swing band
| null |
c39d5882-6841-4f05-9acc-b3022b940cfc
|
5,002,288 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00500/005002288.jpg
|
2 piece children turban baby hat fashion pearl flower cotton bow knot headband toddler baby cap cute
| null |
70a3c3ee-acc2-42d7-ab86-9c15ff7643bc
|
338,977 |
cc
| null |
Offer a succinct explanation of the picture presented.
|
cc/00033/000338977.jpg
|
the drum player and drummer of the marching unit march in a parade
| null |
d236ee84-3f2b-40f8-962b-388f88965cb4
|
1,881,338 |
cc
| null |
Summarize the visual content of the image.
|
cc/00188/001881338.jpg
|
a golf flag mounted with the logo of a pga tournament
| null |
822fca6f-23bb-488b-abc2-159581e91619
|
477,760 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00047/000477760.jpg
|
a portrait of an old woman in a purple dress with tia tia and diamond earrings
| null |
32ae14ca-381c-4d52-ac22-82cfa5357ecb
|
140,736 |
cc
| null |
Summarize the visual content of the image.
|
cc/00014/000140736.jpg
|
a gold lamp that is hanging from the ceiling
| null |
ca5ab418-e269-4663-885c-59e6f11b595f
|
466,761 |
cc
| null |
Summarize the visual content of the image.
|
cc/00046/000466761.jpg
|
a clipboard and a pen with the words public health emergency next to it on a white table
| null |
14f67879-46ea-42ec-9691-404c5c9a98bf
|
1,217,151 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00121/001217151.jpg
|
a single - handle faucet with extended pop - up handles
| null |
6d0923cf-86a0-461b-9881-1f146dda2484
|
33,482 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00003/000033482.jpg
|
a close up shot of two cups with the nashville skyline in black and white
| null |
948d91e9-d2c5-4a04-9427-17944b1f898f
|
1,553,848 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00155/001553848.jpg
|
shah qur, his friend, and an indian family in the uae
| null |
71989659-ed46-4765-a462-f757aa0ca5a6
|
3,761,714 |
cc
| null |
Summarize the visual content of the image.
|
cc/00376/003761714.jpg
|
6 plates stainless steel griddle table griddles for electric flat top griddle grill
| null |
905fd3be-54f6-4b68-95b3-87349b066535
|
2,879,592 |
cc
| null |
Summarize the visual content of the image.
|
cc/00287/002879592.jpg
|
window catch bronze brass
| null |
c4951d2e-3c73-41e9-aa7b-ce173d853368
|
1,999,543 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00199/001999543.jpg
|
a scene from a movie that shows people dancing together in a crowded dance room
| null |
ff978f8a-6b2a-435f-a443-ecda29d91eda
|
1,452,028 |
cc
| null |
Give a short and clear explanation of the subsequent image.
|
cc/00145/001452028.jpg
|
a red and white election 2016 jumbo tote bag
| null |
af760661-a18c-43bf-ae10-b03bb3bbe9dc
|
536,940 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00053/000536940.jpg
|
the marble bathroom features white and black marble walls and floors
| null |
2b2536d1-81dc-4dd7-a282-36c0b2480219
|
3,617,195 |
cc
| null |
Provide a brief description of the given image.
|
cc/00361/003617195.jpg
|
a red tin has the word maxwell house coffee in it
| null |
e4a66470-41f7-461c-ac4d-5596db7d29eb
|
5,032,770 |
cc
| null |
Summarize the visual content of the image.
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cc/00503/005032770.jpg
|
the new benetem 33
| null |
2a4200e2-f7cd-4ed6-9655-ec5331866a32
|
1,071,511 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00107/001071511.jpg
|
a little white baby clothes set with polo neck collar, shorts and shirt
| null |
7020a253-8894-47f6-b693-8961a2057592
|
3,511,400 |
cc
| null |
Summarize the visual content of the image.
|
cc/00351/003511400.jpg
|
anipeit tropical parrot food
| null |
eea4e2e9-46b9-44e2-9c59-62c39357c412
|
1,928,073 |
cc
| null |
Write a terse but informative summary of the picture.
|
cc/00192/001928073.jpg
|
a man who loves to play drums mugs
| null |
fd2ee9fa-e917-4721-9da8-67cf802bd94b
|
4,171,642 |
cc
| null |
Describe the image concisely.
|
cc/00417/004171642.jpg
|
bunches of rebars with iron bar
| null |
fdd1bb94-d211-4c15-8b14-ccf37dcaeff4
|
2,228,340 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00222/002228340.jpg
|
modeling complex systems volume 23 of the computer vision
| null |
7da400cb-ebaf-4b0a-a474-0f5bcf9893d7
|
1,365,521 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00136/001365521.jpg
|
a black bmw m140i sports hatch from a dealer's garage
| null |
71385e60-a562-4ea6-858a-0c9cb8578e35
|
267,756 |
cc
| null |
Describe the image concisely.
|
cc/00026/000267756.jpg
|
the main street in malmo, and some people walking around on a sunny day
| null |
0d44a00d-8273-4efa-9b57-72f7051f8284
|
4,211,582 |
cc
| null |
Describe the image concisely.
|
cc/00421/004211582.jpg
|
carrs toi n068m2 green black
| null |
1d8fa36d-5751-488e-a320-9d3b08148f64
|
6,509,679 |
cc
| null |
Create a compact narrative representing the image presented.
|
cc/00650/006509679.jpg
|
6kw invertor battery controller, 3 phase control with power output voltage indicator, 12a
| null |
41c09651-b654-488c-a641-e09408265aa8
|
1,792,187 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00179/001792187.jpg
|
a skull and cross bones sticker sits on the floor
| null |
12c47add-6107-4e7e-be4e-51776ee00dcb
|
5,643,616 |
cc
| null |
Summarize the visual content of the image.
|
cc/00564/005643616.jpg
|
an image of a man wearing a multicolored vest tank top
| null |
617c4553-3047-405c-9f6b-88cfbdbfbb49
|
1,358,562 |
cc
| null |
Summarize the visual content of the image.
|
cc/00135/001358562.jpg
|
purple rain trousers with black and silver reflective details
| null |
628d3e76-71bb-48b3-913b-fb78e320adf8
|
2,846,089 |
cc
| null |
Present a compact description of the photo's key features.
|
cc/00284/002846089.jpg
|
an image of vintage reindeer sweater
| null |
a5fcabec-c332-4eb4-a445-0d37423dd1cd
|
3,184,510 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00318/003184510.jpg
|
the quote on positiveness is one of the most difficult things people take different roads
| null |
64458d38-de8b-4430-a848-5117c0e0f9fe
|
287,377 |
cc
| null |
Describe the image concisely.
|
cc/00028/000287377.jpg
|
england women's cricketers batsman person plays the ball as she hits out during the cricket international match against
| null |
4cface0c-f05d-4e28-bfc4-3a922a3443af
|
4,330,598 |
cc
| null |
Offer a succinct explanation of the picture presented.
|
cc/00433/004330598.jpg
|
fundamentals of finite element analysis
| null |
a2559925-88e4-4235-9752-e532abdc071c
|
176,395 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00017/000176395.jpg
|
cut paper on a piece of craft paper and glue to create the bow
| null |
24038392-4a3e-4085-bc0b-93b77727e97c
|
4,271,632 |
cc
| null |
Share a concise interpretation of the image provided.
|
cc/00427/004271632.jpg
|
blue cartoon fish photo greeting card
| null |
83ea8cf8-c634-4c68-b32d-848523185b5e
|
3,662,504 |
cc
| null |
Render a clear and concise summary of the photo.
|
cc/00366/003662504.jpg
|
the graph shows the trend of carbon dioxide concentrations in earth's atmosphere as compared to the percentage of greenhouse
| null |
3bdd1e43-d165-4e42-aedc-c6a420b07ab1
|
3,174,711 |
cc
| null |
Write a terse but informative summary of the picture.
|
cc/00317/003174711.jpg
|
1 month full page seo traffic from seo for the most profitable website
| null |
00ed19b1-082e-42ec-8db9-502352887f30
|
1,377,789 |
cc
| null |
Provide a brief description of the given image.
|
cc/00137/001377789.jpg
|
the young lady in leopard print pencil skirt
| null |
7ecd0b97-e89c-4691-9e35-4482ce8fa542
|
3,838,999 |
cc
| null |
Relay a brief, clear account of the picture shown.
|
cc/00383/003838999.jpg
|
assassin's revelations ultimatum edition - pc dvd
| null |
183b869e-4e14-4946-9edd-a4687804765c
|
End of preview.
The dataset used to train and evaluate ReT for multimodal information retrieval. The dataset is almost the same as the original M2KR, with a few modifications:
- we exlude any data from MSMARCO, as it does not contain query images;
- we add passage images to OVEN, InfoSeek, E-VQA, and OKVQA. Refer to the paper for more details.
Sources
- Repository: https://github.com/aimagelab/ReT
- Paper: Recurrence-Enhanced Vision-and-Language Transformers for Robust Multimodal Document Retrieval (CVPR 2025)
Download images
- Initialize git LFS
git lfs install
- Clone the repository (it will take a lot)
git clone https://huggingface.co/datasets/aimagelab/ReT-M2KR
cd ReT-M2KR
- Decompress images (it will take a lot, again)
# M2KR images
cd images/m2kr
cat ret-img-{000..129}.tar.gz | tar xzf -
# Encyclopedi-VQA knowledge base images
cd ../images/evqa_kb
cat evqa-kb-img-{00000..00241}.tar.gz | tar xzf -
RAG - InfoSeek
jsonl/rag/kb_infoseek525k.jsonl is the knowledge base used to execute experiments on Retrieval-Augmented Generation on the InfoSeek benchmark. The field passage_image_path contains a relative path to the Wikipedia image associated with a given passage. The Wikipedia images can be downloaded from the OVEN repository.
Citation
BibTeX:
@inproceedings{caffagni2025recurrence,
title={{Recurrence-Enhanced Vision-and-Language Transformers for Robust Multimodal Document Retrieval}},
author={Caffagni, Davide and Sarto, Sara and Cornia, Marcella and Baraldi, Lorenzo and Cucchiara, Rita},
booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
year={2025}
}
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