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The dataset generation failed
Error code: DatasetGenerationError
Exception: ArrowCapacityError
Message: array cannot contain more than 2147483646 bytes, have 2523066881
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1995, in _prepare_split_single
for _, table in generator:
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 797, in wrapped
for item in generator(*args, **kwargs):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/packaged_modules/json/json.py", line 122, in _generate_tables
pa_table = paj.read_json(
File "pyarrow/_json.pyx", line 308, in pyarrow._json.read_json
File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
pyarrow.lib.ArrowCapacityError: array cannot contain more than 2147483646 bytes, have 2523066881
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1524, 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 1099, in stream_convert_to_parquet
builder._prepare_split(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, 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 2038, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
image
string | bbox
sequence | conversations
list |
|---|---|---|
coco/train2014/COCO_train2014_000000480023.jpg | [
[
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[
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],
[
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],
[
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],
[
381,
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52,
58
],
[
225,
111,
68,
87
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: person\nRegion 3: person\nRegion 4: person\nRegion 5: person\nRegion 6: person\nRegion 7: person\nRegion 8: person\nRegion 9: person"
}
] |
coco/train2014/COCO_train2014_000000480023.jpg | [
[
45,
402,
426,
212
],
[
0,
525,
66,
126
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person"
}
] |
coco/train2014/COCO_train2014_000000480023.jpg | [
[
0,
236,
117,
295
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000050518.jpg | [
[
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20
],
[
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],
[
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],
[
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[
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[
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[
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[
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],
[
0,
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],
[
117,
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44,
15
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: dining table\nRegion 3: person\nRegion 4: boat\nRegion 5: boat\nRegion 6: bench\nRegion 7: cup\nRegion 8: cup\nRegion 9: bench\nRegion 10: hot dog"
}
] |
coco/train2014/COCO_train2014_000000142589.jpg | [
[
288,
18,
206,
327
],
[
0,
29,
246,
368
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: bowl"
}
] |
coco/train2014/COCO_train2014_000000209263.jpg | [
[
126,
475,
74,
69
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000209263.jpg | [
[
58,
416,
402,
208
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: dining table"
}
] |
coco/train2014/COCO_train2014_000000209263.jpg | [
[
1,
30,
432,
503
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000015307.jpg | [
[
185,
93,
231,
434
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000015307.jpg | [
[
191,
9,
140,
76
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: cup"
}
] |
coco/train2014/COCO_train2014_000000015307.jpg | [
[
11,
16,
549,
572
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: dining table"
}
] |
coco/train2014/COCO_train2014_000000328812.jpg | [
[
117,
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136,
145
],
[
1,
1,
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],
[
0,
129,
111,
243
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: person\nRegion 3: person"
}
] |
coco/train2014/COCO_train2014_000000328812.jpg | [
[
0,
419,
80,
69
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: sandwich"
}
] |
coco/train2014/COCO_train2014_000000246920.jpg | [
[
238,
44,
272,
308
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000576810.jpg | [
[
282,
213,
115,
58
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000576810.jpg | [
[
0,
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],
[
458,
183,
165,
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person"
}
] |
coco/train2014/COCO_train2014_000000576810.jpg | [
[
362,
171,
59,
128
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000576810.jpg | [
[
504,
165,
58,
46
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000576810.jpg | [
[
413,
303,
109,
116
],
[
579,
170,
58,
207
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: handbag\nRegion 2: person"
}
] |
coco/train2014/COCO_train2014_000000046298.jpg | [
[
221,
136,
121,
379
],
[
181,
150,
69,
380
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog"
}
] |
coco/train2014/COCO_train2014_000000046298.jpg | [
[
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],
[
261,
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],
[
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],
[
1,
9,
484,
639
],
[
322,
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90,
314
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: bowl\nRegion 5: hot dog"
}
] |
coco/train2014/COCO_train2014_000000235437.jpg | [
[
194,
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251,
137
],
[
212,
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227,
38
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog"
}
] |
coco/train2014/COCO_train2014_000000235437.jpg | [
[
256,
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],
[
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],
[
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[
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],
[
109,
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: cup\nRegion 5: cup"
}
] |
coco/train2014/COCO_train2014_000000235437.jpg | [
[
205,
138,
64,
115
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: cup"
}
] |
coco/train2014/COCO_train2014_000000235437.jpg | [
[
295,
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124,
11
],
[
306,
143,
106,
21
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog"
}
] |
coco/train2014/COCO_train2014_000000235437.jpg | [
[
234,
101,
70,
89
],
[
113,
71,
57,
49
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: cup\nRegion 2: cup"
}
] |
coco/train2014/COCO_train2014_000000235437.jpg | [
[
139,
157,
69,
126
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: cup"
}
] |
coco/train2014/COCO_train2014_000000576993.jpg | [
[
57,
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264,
197
],
[
0,
9,
457,
364
],
[
307,
143,
165,
32
],
[
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174,
44,
40
],
[
337,
33,
21,
39
],
[
249,
0,
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],
[
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],
[
393,
1,
36,
43
],
[
77,
0,
26,
28
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: dining table\nRegion 3: fork\nRegion 4: knife\nRegion 5: bowl\nRegion 6: cup\nRegion 7: cup\nRegion 8: cup\nRegion 9: knife"
}
] |
coco/train2014/COCO_train2014_000000576993.jpg | [
[
115,
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46,
19
],
[
1,
4,
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39
],
[
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: bowl\nRegion 2: person\nRegion 3: bottle"
}
] |
coco/train2014/COCO_train2014_000000576993.jpg | [
[
92,
13,
168,
91
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: dining table"
}
] |
coco/train2014/COCO_train2014_000000576993.jpg | [
[
0,
52,
23,
29
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: fork"
}
] |
coco/train2014/COCO_train2014_000000329623.jpg | [
[
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20
],
[
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126,
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],
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[
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],
[
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],
[
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27,
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],
[
365,
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33
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: bottle\nRegion 3: bottle\nRegion 4: person\nRegion 5: person\nRegion 6: knife\nRegion 7: knife"
}
] |
coco/train2014/COCO_train2014_000000329623.jpg | [
[
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154,
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],
[
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],
[
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],
[
261,
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],
[
14,
128,
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304
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: apple\nRegion 2: broccoli\nRegion 3: cup\nRegion 4: chair\nRegion 5: dining table"
}
] |
coco/train2014/COCO_train2014_000000329623.jpg | [
[
18,
2,
105,
55
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000329623.jpg | [
[
220,
178,
35,
98
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: bottle"
}
] |
coco/train2014/COCO_train2014_000000257615.jpg | [
[
337,
149,
273,
170
],
[
0,
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],
[
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],
[
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70,
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: dining table\nRegion 3: cup\nRegion 4: cup"
}
] |
coco/train2014/COCO_train2014_000000257615.jpg | [
[
0,
53,
203,
346
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: cup"
}
] |
coco/train2014/COCO_train2014_000000124829.jpg | [
[
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],
[
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],
[
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],
[
115,
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: sandwich\nRegion 3: person\nRegion 4: person"
}
] |
coco/train2014/COCO_train2014_000000568393.jpg | [
[
278,
170,
89,
94
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000568393.jpg | [
[
174,
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],
[
3,
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],
[
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],
[
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0,
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: sandwich\nRegion 2: dining table\nRegion 3: cup\nRegion 4: spoon"
}
] |
coco/train2014/COCO_train2014_000000568393.jpg | [
[
69,
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],
[
435,
0,
84,
34
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: spoon\nRegion 2: cup"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
[
183,
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47,
36
],
[
258,
272,
19,
27
],
[
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],
[
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],
[
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],
[
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],
[
385,
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260,
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: bottle\nRegion 5: dining table\nRegion 6: person\nRegion 7: person"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
[
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],
[
3,
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],
[
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],
[
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[
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[
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person\nRegion 3: person\nRegion 4: cup\nRegion 5: fork\nRegion 6: spoon"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
[
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],
[
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],
[
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],
[
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],
[
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]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: spoon\nRegion 2: bowl\nRegion 3: bowl\nRegion 4: bowl\nRegion 5: bowl"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
[
261,
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],
[
336,
202,
19,
32
],
[
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],
[
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],
[
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],
[
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35
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: bowl\nRegion 2: bottle\nRegion 3: bottle\nRegion 4: bottle\nRegion 5: cup\nRegion 6: spoon"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
[
287,
303,
45,
36
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: spoon"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
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{
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}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
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},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person\nRegion 3: carrot\nRegion 4: person\nRegion 5: person\nRegion 6: hot dog"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
[
394,
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000495875.jpg | [
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{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: hot dog\nRegion 5: hot dog"
}
] |
coco/train2014/COCO_train2014_000000117601.jpg | [
[
243,
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293,
201
]
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000117601.jpg | [
[
143,
43,
143,
126
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000117601.jpg | [
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0,
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[
142,
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"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person"
}
] |
coco/train2014/COCO_train2014_000000117601.jpg | [
[
144,
43,
151,
111
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: sandwich"
}
] |
coco/train2014/COCO_train2014_000000316170.jpg | [
[
314,
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[
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},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: cup\nRegion 3: cup\nRegion 4: bowl"
}
] |
coco/train2014/COCO_train2014_000000316170.jpg | [
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[
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: bowl\nRegion 2: cup"
}
] |
coco/train2014/COCO_train2014_000000439602.jpg | [
[
0,
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000354530.jpg | [
[
17,
1,
506,
296
]
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000300070.jpg | [
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495,
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169
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: bottle"
}
] |
coco/train2014/COCO_train2014_000000300070.jpg | [
[
1,
1,
327,
307
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000300070.jpg | [
[
114,
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516,
123
],
[
431,
270,
60,
34
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: dining table\nRegion 2: fork"
}
] |
coco/train2014/COCO_train2014_000000197739.jpg | [
[
189,
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246,
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},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: chair\nRegion 3: person\nRegion 4: sandwich\nRegion 5: potted plant\nRegion 6: fork"
}
] |
coco/train2014/COCO_train2014_000000197739.jpg | [
[
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[
289,
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62,
38
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: hot dog"
}
] |
coco/train2014/COCO_train2014_000000167683.jpg | [
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380,
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[
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"from": "human",
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},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: hot dog"
}
] |
coco/train2014/COCO_train2014_000000167683.jpg | [
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},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: person\nRegion 3: sandwich\nRegion 4: sandwich"
}
] |
coco/train2014/COCO_train2014_000000250922.jpg | [
[
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},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: bottle\nRegion 3: chair\nRegion 4: chair\nRegion 5: dining table\nRegion 6: person"
}
] |
coco/train2014/COCO_train2014_000000528892.jpg | [
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"from": "gpt",
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}
] |
coco/train2014/COCO_train2014_000000528892.jpg | [
[
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"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: fork\nRegion 2: bowl\nRegion 3: bowl\nRegion 4: bowl"
}
] |
coco/train2014/COCO_train2014_000000528892.jpg | [
[
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[
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17
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{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: broccoli\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: hot dog\nRegion 5: hot dog\nRegion 6: book"
}
] |
coco/train2014/COCO_train2014_000000528892.jpg | [
[
33,
121,
53,
40
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: book"
}
] |
coco/train2014/COCO_train2014_000000166141.jpg | [
[
199,
233,
86,
43
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000166141.jpg | [
[
205,
60,
310,
396
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000166141.jpg | [
[
1,
1,
233,
431
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000520155.jpg | [
[
260,
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309,
124
],
[
256,
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127
],
[
43,
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[
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"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: sandwich\nRegion 3: person\nRegion 4: person\nRegion 5: person\nRegion 6: person\nRegion 7: person\nRegion 8: person"
}
] |
coco/train2014/COCO_train2014_000000520155.jpg | [
[
344,
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14
],
[
326,
285,
8,
8
],
[
376,
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13
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[
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6,
8
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[
441,
320,
6,
11
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person\nRegion 3: person\nRegion 4: person\nRegion 5: person"
}
] |
coco/train2014/COCO_train2014_000000520155.jpg | [
[
406,
326,
7,
9
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000399408.jpg | [
[
83,
126,
266,
106
],
[
64,
191,
326,
69
],
[
352,
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115,
98
],
[
0,
0,
687,
346
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: cup\nRegion 4: dining table"
}
] |
coco/train2014/COCO_train2014_000000238589.jpg | [
[
188,
396,
206,
61
],
[
613,
132,
28,
23
],
[
240,
291,
36,
52
],
[
154,
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33,
68
],
[
5,
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199
],
[
108,
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172
],
[
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88,
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],
[
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100
],
[
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[
177,
32,
413,
440
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: chair\nRegion 3: chair\nRegion 4: chair\nRegion 5: person\nRegion 6: person\nRegion 7: person\nRegion 8: person\nRegion 9: person\nRegion 10: person"
}
] |
coco/train2014/COCO_train2014_000000238589.jpg | [
[
474,
110,
100,
138
],
[
462,
89,
27,
29
],
[
90,
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],
[
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[
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149
],
[
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32,
54
],
[
599,
328,
39,
159
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person\nRegion 3: person\nRegion 4: person\nRegion 5: person\nRegion 6: chair\nRegion 7: chair"
}
] |
coco/train2014/COCO_train2014_000000238589.jpg | [
[
598,
309,
29,
21
],
[
260,
198,
16,
33
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: bottle\nRegion 2: person"
}
] |
coco/train2014/COCO_train2014_000000238589.jpg | [
[
568,
155,
36,
107
],
[
608,
174,
32,
80
],
[
499,
85,
35,
35
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: chair\nRegion 2: chair\nRegion 3: person"
}
] |
coco/train2014/COCO_train2014_000000238589.jpg | [
[
244,
166,
82,
51
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000185623.jpg | [
[
158,
60,
180,
345
],
[
357,
0,
153,
352
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: bottle"
}
] |
coco/train2014/COCO_train2014_000000303586.jpg | [
[
2,
251,
444,
348
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000303586.jpg | [
[
27,
1,
160,
147
],
[
0,
48,
642,
139
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: wine glass\nRegion 2: dining table"
}
] |
coco/train2014/COCO_train2014_000000099077.jpg | [
[
112,
353,
376,
89
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000099077.jpg | [
[
19,
1,
455,
368
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: dog"
}
] |
coco/train2014/COCO_train2014_000000338077.jpg | [
[
106,
310,
197,
268
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000338077.jpg | [
[
0,
2,
430,
655
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000280721.jpg | [
[
56,
127,
470,
252
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000568098.jpg | [
[
365,
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145,
53
],
[
147,
344,
84,
36
],
[
254,
366,
106,
21
],
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],
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20,
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[
91,
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105,
190
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: hot dog\nRegion 5: person\nRegion 6: hot dog\nRegion 7: person"
}
] |
coco/train2014/COCO_train2014_000000568098.jpg | [
[
386,
173,
63,
143
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person"
}
] |
coco/train2014/COCO_train2014_000000568098.jpg | [
[
591,
246,
34,
70
],
[
616,
244,
26,
58
],
[
628,
242,
12,
42
],
[
0,
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9,
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],
[
438,
37,
146,
252
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: person\nRegion 3: person\nRegion 4: person\nRegion 5: person"
}
] |
coco/train2014/COCO_train2014_000000568098.jpg | [
[
95,
318,
67,
27
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog"
}
] |
coco/train2014/COCO_train2014_000000568098.jpg | [
[
33,
249,
122,
23
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: dining table"
}
] |
coco/train2014/COCO_train2014_000000009698.jpg | [
[
12,
48,
159,
120
],
[
338,
36,
198,
182
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: dog"
}
] |
coco/train2014/COCO_train2014_000000009698.jpg | [
[
16,
45,
155,
115
],
[
0,
0,
596,
371
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: sandwich\nRegion 2: person"
}
] |
coco/train2014/COCO_train2014_000000495077.jpg | [
[
499,
256,
66,
143
],
[
183,
268,
25,
122
],
[
23,
236,
124,
140
],
[
351,
235,
130,
143
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: hot dog\nRegion 3: hot dog\nRegion 4: hot dog"
}
] |
coco/train2014/COCO_train2014_000000495077.jpg | [
[
147,
237,
109,
159
],
[
351,
2,
316,
247
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: hot dog\nRegion 2: person"
}
] |
coco/train2014/COCO_train2014_000000495077.jpg | [
[
35,
2,
267,
251
],
[
87,
116,
112,
66
]
] | [
{
"from": "human",
"value": "Please identify the labels of each marked region in the image. "
},
{
"from": "gpt",
"value": "Region 1: person\nRegion 2: knife"
}
] |
End of preview.
🎨 Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want
The interaction between humans and artificial intelligence (AI) is a crucial factor that reflects the effectiveness of multimodal large language models (MLLMs). However, current MLLMs primarily focus on image-level comprehension and limit interaction to textual instructions, thereby constraining their flexibility in usage and depth of response. Therefore, we introduce the Draw-and-Understand project: a new model, a multi-domain dataset, and a challenging benchmark for visual prompting.
Training and Evaluation Dataset Card
MDVP-Data is a comprehensive dataset for multi-domain visual-prompt instruction tuning. This dataset encompasses data for both point-level and region-level understanding, designed to enhance a model’s comprehension ability and robustness.
We also introduce MDVP-Bench, a challenging benchmark designed to evaluate tasks that require a combination of detailed description referrals, inter-relationship analysis, and complex reasoning.
Paper and Code
Project Page: Draw-and-Understand
Paper: https://arxiv.org/abs/2403.20271
Code: https://github.com/AFeng-x/Draw-and-Understand
License
Attribution-NonCommercial 4.0 International
It should abide by the policy of OpenAI: https://openai.com/policies/terms-of-use.
Citations
@misc{lin2024drawandunderstand,
title={Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You Want},
author={Weifeng Lin and Xinyu Wei and Ruichuan An and Peng Gao and Bocheng Zou and Yulin Luo and Siyuan Huang and Shanghang Zhang and Hongsheng Li},
year={2024},
eprint={2403.20271},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
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