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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 5 new columns ({'source', 'uav_id', 'image_description', 'dataset_file', 'annotation_info'})

This happened while the json dataset builder was generating data using

hf://datasets/EasonFan/AirCopBench/train/Sim3_VQA_train.json (at revision a178dceedb8b41bebbcbd9ca8dfa4b126aac9a44)

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 "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              dataset_file: string
              sequence_frame: string
              uav_id: string
              question_id: string
              question_type: string
              question: string
              options: struct<A: string, B: string, C: string, D: string>
                child 0, A: string
                child 1, B: string
                child 2, C: string
                child 3, D: string
              correct_answer: string
              source: string
              annotation_info: string
              image_description: string
              uav_paths: struct<UAV1: string, UAV2: string, UAV3: string>
                child 0, UAV1: string
                child 1, UAV2: string
                child 2, UAV3: string
              -- schema metadata --
              pandas: '{"index_columns": [], "column_indexes": [], "columns": [{"name":' + 1627
              to
              {'sequence_frame': Value('string'), 'question_id': Value('string'), 'question_type': Value('string'), 'question': Value('string'), 'options': {'A': Value('string'), 'B': Value('string'), 'C': Value('string'), 'D': Value('string')}, 'correct_answer': Value('string'), 'uav_paths': {'UAV1': Value('string'), 'UAV2': 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 1450, 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 993, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/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 5 new columns ({'source', 'uav_id', 'image_description', 'dataset_file', 'annotation_info'})
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/EasonFan/AirCopBench/train/Sim3_VQA_train.json (at revision a178dceedb8b41bebbcbd9ca8dfa4b126aac9a44)
              
              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)

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sequence_frame
string
question_id
string
question_type
string
question
string
options
dict
correct_answer
string
uav_paths
dict
23-00000001
MDMT_when2col_UAV1_1
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000001-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000001-UAV2.jpg" }
23-00000001
MDMT_when2col_UAV2_1
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to enhance perception of the scene due to limited coverage of specific areas?
{ "A": "Yes, due to limited view of the sidewalk and parked vehicles", "B": "No, the road and vehicles are fully visible", "C": "Yes, due to occlusion by trees and streetlights", "D": "No, all necessary information is captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000001-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000001-UAV2.jpg" }
23-00000001
MDMT_what2col_UAV1_1
4.2 What to Collaborate (UAV1)
What specific object information should UAV1 share with UAV2 to improve perception?
{ "A": "Details of the white truck's position and movement on the left lane", "B": "Details of the pedestrian activities on the right sidewalk", "C": "Details of the parked cars in the parking lot", "D": "Details of the road's lane markings" }
A
{ "UAV1": "All_Samples/UAV1/23-00000001-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000001-UAV2.jpg" }
23-00000001
MDMT_what2col_UAV2_1
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the red vehicle near the sidewalk", "B": "Details of the parked cars on the left side", "C": "Details of the pedestrian movements on the sidewalk", "D": "Details of the lane markings on the road" }
A
{ "UAV1": "All_Samples/UAV1/23-00000001-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000001-UAV2.jpg" }
23-00000004-loss
MDMT_when2col_UAV1_2
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-loss.jpg" }
23-00000004-loss
MDMT_when2col_UAV2_2
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-loss.jpg" }
23-00000004-loss
MDMT_what2col_UAV1_2
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance overall perception?
{ "A": "Details of the white vehicle's movement and speed", "B": "Presence and status of the red vehicle near the sidewalk", "C": "Layout of the parking area on the left side", "D": "Condition of the grassy area on the right side" }
A
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-loss.jpg" }
23-00000004-loss
MDMT_what2col_UAV2_2
4.2 What to Collaborate (UAV2)
What specific scene context information should UAV2 share with UAV1 to enhance traffic monitoring?
{ "A": "Details of the parked cars on the side of the road", "B": "Movement patterns of the vehicles on the road", "C": "The condition of the road surface", "D": "The types of trees along the sidewalk" }
B
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-loss.jpg" }
23-00000004-loss
MDMT_who2col_UAV1_2
4.3 Who to Collaborate (UAV1)
Which UAV should UAV1 collaborate with for collaboration partner for specific object data?
{ "A": "UAV2", "B": "None (no need for collaboration)", "C": "A ground-based sensor", "D": "None (no suitable collaboration partner)" }
A
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-loss.jpg" }
23-00000004-loss
MDMT_who2col_UAV2_2
4.3 Who to Collaborate (UAV2)
Which UAV should UAV2 collaborate with for collaboration partner for specific object data?
{ "A": "UAV1", "B": "None (no need for collaboration)", "C": "A ground-based sensor", "D": "None (no suitable collaboration partner)" }
A
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-loss.jpg" }
23-00000004-noise
MDMT_when2col_UAV1_3
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-noise.jpg" }
23-00000004-noise
MDMT_when2col_UAV2_3
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-noise.jpg" }
23-00000004-noise
MDMT_what2col_UAV2_3
4.2 What to Collaborate (UAV2)
What specific scene context information should UAV2 share with UAV1 to enhance traffic flow understanding?
{ "A": "Details of the grassy area beside the road", "B": "Presence and movement of the red vehicle on the sidewalk", "C": "The exact speed of the white truck in the center lane", "D": "Lane usage and vehicle distribution across lanes" }
D
{ "UAV1": "All_Samples/UAV1/23-00000004-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000004-UAV2-noise.jpg" }
23-00000008
MDMT_when2col_UAV1_4
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000008-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000008-UAV2.jpg" }
23-00000008
MDMT_when2col_UAV2_4
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000008-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000008-UAV2.jpg" }
23-00000008
MDMT_what2col_UAV2_4
4.2 What to Collaborate (UAV2)
What specific information should UAV2 share with UAV1 to enhance the understanding of traffic flow?
{ "A": "Details of the parked cars on the side road", "B": "Movement patterns of vehicles in the visible lanes", "C": "Presence of pedestrians on the sidewalks", "D": "Condition of the road surface" }
B
{ "UAV1": "All_Samples/UAV1/23-00000008-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000008-UAV2.jpg" }
23-00000020
MDMT_when2col_UAV1_5
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to enhance understanding of the scene due to limited visibility of certain areas?
{ "A": "Yes, due to potential blind spots in the road layout", "B": "No, the scene is comprehensively covered", "C": "Yes, due to the presence of large vehicles obstructing view", "D": "No, all relevant information is visible" }
A
{ "UAV1": "All_Samples/UAV1/23-00000020-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000020-UAV2.jpg" }
23-00000020
MDMT_when2col_UAV2_5
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000020-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000020-UAV2.jpg" }
23-00000020
MDMT_what2col_UAV1_5
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance traffic flow understanding?
{ "A": "Details of the parked cars on the side of the road", "B": "Movement patterns of vehicles in its view", "C": "Presence of pedestrians on the sidewalk", "D": "Condition of the road surface" }
B
{ "UAV1": "All_Samples/UAV1/23-00000020-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000020-UAV2.jpg" }
23-00000020
MDMT_what2col_UAV2_5
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the white truck's position and movement in the center lane", "B": "Details of the parked cars on the left side of the road", "C": "Details of the pedestrians on the sidewalk", "D": "Details of the grassy area on the right side" }
A
{ "UAV1": "All_Samples/UAV1/23-00000020-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000020-UAV2.jpg" }
23-00000022
MDMT_when2col_UAV1_6
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000022-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000022-UAV2.jpg" }
23-00000022
MDMT_when2col_UAV2_6
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000022-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000022-UAV2.jpg" }
23-00000027-loss
MDMT_when2col_UAV1_7
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
B
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-loss.jpg" }
23-00000027-loss
MDMT_when2col_UAV2_7
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-loss.jpg" }
23-00000027-loss
MDMT_what2col_UAV1_7
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance overall perception?
{ "A": "Details of the parked cars on the left side of the road", "B": "Traffic flow patterns and vehicle movements on the main road", "C": "The layout and condition of the grassy area on the right", "D": "The presence and activities of pedestrians on the sidewalk" }
B
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-loss.jpg" }
23-00000027-loss
MDMT_what2col_UAV2_7
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the white vehicles' positions and movements", "B": "Details of the parked cars on the left side", "C": "Details of the grassy area and trees", "D": "Details of the pedestrian pathways" }
A
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-loss.jpg" }
23-00000027-loss
MDMT_why2col_UAV1_7
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV based on the provided images?
{ "A": "To enhance visibility in areas obscured by shadows or darkness", "B": "To capture a wider area and provide a more comprehensive view", "C": "To improve the resolution of distant objects", "D": "To ensure continuous monitoring without interruptions" }
A
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-loss.jpg" }
23-00000027-loss
MDMT_why2col_UAV2_7
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To enhance the resolution of the captured images", "B": "To fill in missing information due to image loss or frame drop", "C": "To provide a different angle for aesthetic purposes", "D": "To synchronize flight paths for coordinated movement" }
B
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-loss.jpg" }
23-00000027-noise
MDMT_when2col_UAV1_8
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-noise.jpg" }
23-00000027-noise
MDMT_when2col_UAV2_8
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-noise.jpg" }
23-00000027-noise
MDMT_what2col_UAV2_8
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the pedestrian near the sidewalk", "B": "Details of the red car's position and movement", "C": "Details of the lane markings on the road", "D": "Details of the parked cars along the side" }
A
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-noise.jpg" }
23-00000027-noise
MDMT_who2col_UAV2_8
4.3 Who to Collaborate (UAV2)
Which UAV should UAV2 collaborate with for collaboration partner for complementary perspective?
{ "A": "UAV2", "B": "None (no need for collaboration)", "C": "A ground-based sensor", "D": "None (no suitable collaboration partner)" }
A
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-noise.jpg" }
23-00000027-noise
MDMT_why2col_UAV2_8
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To overcome object occlusion present in the current view", "B": "To enhance the visibility of distant or small objects", "C": "To adjust for varying weather conditions affecting image quality", "D": "To capture targets that are out of the current field of view" }
D
{ "UAV1": "All_Samples/UAV1/23-00000027-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000027-UAV2-noise.jpg" }
23-00000034
MDMT_when2col_UAV1_9
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000034-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000034-UAV2.jpg" }
23-00000034
MDMT_when2col_UAV2_9
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000034-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000034-UAV2.jpg" }
23-00000034
MDMT_what2col_UAV1_9
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance traffic flow understanding?
{ "A": "Details of the parked cars on the left side of the road", "B": "Movement patterns of vehicles in the central lanes", "C": "Presence and movement of pedestrians on the sidewalks", "D": "Condition of the grassy area adjacent to the road" }
B
{ "UAV1": "All_Samples/UAV1/23-00000034-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000034-UAV2.jpg" }
23-00000037-loss
MDMT_when2col_UAV1_10
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
B
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-loss.jpg" }
23-00000037-loss
MDMT_when2col_UAV2_10
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-loss.jpg" }
23-00000037-loss
MDMT_what2col_UAV2_10
4.2 What to Collaborate (UAV2)
What specific information should UAV2 share with UAV1 to enhance the understanding of traffic flow?
{ "A": "Details of the parked cars on the side of the road", "B": "Movement and speed of vehicles on the visible lanes", "C": "Presence of pedestrians on the sidewalks", "D": "Condition of the road surface" }
B
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-loss.jpg" }
23-00000037-loss
MDMT_why2col_UAV1_10
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV based on the provided images and annotation?
{ "A": "To capture a wider area that includes both distant and close objects", "B": "To enhance image quality for better object recognition", "C": "To compensate for missing information due to out-of-view targets", "D": "To synchronize flight paths for coordinated surveillance" }
C
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-loss.jpg" }
23-00000037-noise
MDMT_when2col_UAV1_11
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-noise.jpg" }
23-00000037-noise
MDMT_when2col_UAV2_11
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-noise.jpg" }
23-00000037-noise
MDMT_what2col_UAV1_11
4.2 What to Collaborate (UAV1)
What specific object information should UAV1 share with UAV2 to improve perception?
{ "A": "Details of the red vehicle parked on the sidewalk", "B": "Details of the white vehicles' positions and movements", "C": "Details of the pedestrian activities on the sidewalk", "D": "Details of the road's lane markings" }
A
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-noise.jpg" }
23-00000037-noise
MDMT_what2col_UAV2_11
4.2 What to Collaborate (UAV2)
What specific scene context information should UAV2 share with UAV1 to enhance traffic flow understanding?
{ "A": "Details of the grassy area beside the road", "B": "Presence and movement of the red vehicle on the sidewalk", "C": "The exact speed of vehicles in its view", "D": "Lane usage and vehicle distribution across lanes" }
D
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-noise.jpg" }
23-00000037-noise
MDMT_why2col_UAV1_11
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV?
{ "A": "To enhance the visibility of distant or small targets that are not clearly visible in its current perspective.", "B": "To capture a wider area and provide a more comprehensive view of the environment.", "C": "To adjust for differences in weather conditions affecting image clarity.", "D": "To overcome partial occlusion caused by objects in the foreground." }
A
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-noise.jpg" }
23-00000037-noise
MDMT_why2col_UAV2_11
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To enhance image clarity and reduce noise interference", "B": "To capture a larger target that appears too small in the current view", "C": "To provide a different perspective when the target is out of view", "D": "To synchronize flight paths for coordinated movement" }
A
{ "UAV1": "All_Samples/UAV1/23-00000037-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000037-UAV2-noise.jpg" }
23-00000046
MDMT_when2col_UAV2_12
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000046-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000046-UAV2.jpg" }
23-00000046
MDMT_what2col_UAV2_12
4.2 What to Collaborate (UAV2)
What specific information should UAV2 share with UAV1 to enhance the understanding of traffic flow?
{ "A": "Details of the parked cars on the side of the road", "B": "Movement patterns of the vehicles in the opposite lane", "C": "Presence and movement of pedestrians on the sidewalks", "D": "Condition of the road surface and markings" }
B
{ "UAV1": "All_Samples/UAV1/23-00000046-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000046-UAV2.jpg" }
23-00000046
MDMT_why2col_UAV2_12
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To overcome object occlusion and provide a complete view", "B": "To enhance the visibility of distant objects that appear small", "C": "To adjust for improper lighting conditions affecting target perception", "D": "To capture targets that are out of its current field of view" }
A
{ "UAV1": "All_Samples/UAV1/23-00000046-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000046-UAV2.jpg" }
23-00000054
MDMT_when2col_UAV1_13
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000054-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000054-UAV2.jpg" }
23-00000054
MDMT_when2col_UAV2_13
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000054-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000054-UAV2.jpg" }
23-00000059
MDMT_when2col_UAV1_14
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000059-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000059-UAV2.jpg" }
23-00000059
MDMT_when2col_UAV2_14
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to enhance perception of the road environment due to specific environmental factors?
{ "A": "Yes, due to potential blind spots from roadside trees", "B": "No, the scene is unobstructed and clear", "C": "Yes, due to high traffic density", "D": "No, all necessary information is already visible" }
A
{ "UAV1": "All_Samples/UAV1/23-00000059-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000059-UAV2.jpg" }
23-00000059
MDMT_what2col_UAV1_14
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance traffic flow understanding?
{ "A": "Details of the parked cars on the side of the road", "B": "Movement patterns of vehicles in the central lanes", "C": "Presence and movement of pedestrians on the sidewalks", "D": "Condition of the road surface and markings" }
B
{ "UAV1": "All_Samples/UAV1/23-00000059-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000059-UAV2.jpg" }
23-00000059
MDMT_what2col_UAV2_14
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the cyclist near the sidewalk", "B": "Details of the lane markings on the road", "C": "Details of the parked cars on the side", "D": "Details of the surrounding trees and greenery" }
A
{ "UAV1": "All_Samples/UAV1/23-00000059-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000059-UAV2.jpg" }
23-00000059
MDMT_why2col_UAV2_14
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To enhance the visibility of distant or small objects that are not clearly visible in its current perspective.", "B": "To capture a wider geographical area for broader context.", "C": "To adjust for varying weather conditions affecting image clarity.", "D": "To provide real-time data synchronization between multiple drones." }
A
{ "UAV1": "All_Samples/UAV1/23-00000059-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000059-UAV2.jpg" }
23-00000060
MDMT_when2col_UAV1_15
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000060-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000060-UAV2.jpg" }
23-00000060
MDMT_what2col_UAV2_15
4.2 What to Collaborate (UAV2)
What specific information should UAV2 share with UAV1 to enhance the understanding of traffic flow?
{ "A": "Details of the parked cars on the side of the road", "B": "Movement patterns of the vehicles in the lanes observed by UAV2", "C": "Presence and movement of pedestrians on the sidewalks", "D": "Condition of the road surface and lane markings" }
B
{ "UAV1": "All_Samples/UAV1/23-00000060-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000060-UAV2.jpg" }
23-00000060
MDMT_who2col_UAV2_15
4.3 Who to Collaborate (UAV2)
Which UAV should UAV2 collaborate with for collaboration partner for specific object data?
{ "A": "None", "B": "UAV1", "C": "A ground-based sensor", "D": "UAV1" }
A
{ "UAV1": "All_Samples/UAV1/23-00000060-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000060-UAV2.jpg" }
23-00000060
MDMT_why2col_UAV2_15
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To enhance the detection of vehicles in dense traffic areas", "B": "To fill in information gaps due to its limited coverage area", "C": "To improve the resolution of distant objects", "D": "To synchronize flight paths for coordinated surveillance" }
B
{ "UAV1": "All_Samples/UAV1/23-00000060-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000060-UAV2.jpg" }
23-00000065
MDMT_when2col_UAV1_16
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000065-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000065-UAV2.jpg" }
23-00000065
MDMT_when2col_UAV2_16
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
B
{ "UAV1": "All_Samples/UAV1/23-00000065-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000065-UAV2.jpg" }
23-00000065
MDMT_what2col_UAV1_16
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance traffic flow understanding?
{ "A": "Details of the pedestrian movements on the sidewalks", "B": "Position and movement of vehicles in the left lanes", "C": "Presence and status of roadside parked cars", "D": "Layout and usage of the grassy areas adjacent to the road" }
B
{ "UAV1": "All_Samples/UAV1/23-00000065-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000065-UAV2.jpg" }
23-00000065
MDMT_what2col_UAV2_16
4.2 What to Collaborate (UAV2)
What specific scene context information should UAV2 share with UAV1 to enhance traffic flow understanding?
{ "A": "Details of the pedestrian movements on the sidewalks", "B": "Presence and movement of vehicles in the far lanes", "C": "Condition of the road surface and markings", "D": "Location and status of streetlights along the road" }
B
{ "UAV1": "All_Samples/UAV1/23-00000065-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000065-UAV2.jpg" }
23-00000065
MDMT_who2col_UAV2_16
4.3 Who to Collaborate (UAV2)
Which UAV should UAV2 collaborate with for collaboration partner for complementary perspective?
{ "A": "None", "B": "UAV1", "C": "A ground-based sensor", "D": "UAV1" }
A
{ "UAV1": "All_Samples/UAV1/23-00000065-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000065-UAV2.jpg" }
23-00000067-loss
MDMT_when2col_UAV1_17
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
B
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-loss.jpg" }
23-00000067-loss
MDMT_what2col_UAV2_17
4.2 What to Collaborate (UAV2)
What specific scene context information should UAV2 share with UAV1 to enhance traffic monitoring?
{ "A": "Details of the pedestrian movements on the sidewalks", "B": "Real-time updates on vehicle speeds and positions", "C": "Information about the surrounding greenery and trees", "D": "Status of the road's lane markings and divisions" }
B
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-loss.jpg" }
23-00000067-loss
MDMT_why2col_UAV1_17
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV based on the provided images?
{ "A": "To enhance the detection of vehicles in shadowed areas", "B": "To fill in information gaps due to a completely dark field of view in UAV2", "C": "To improve the resolution of distant objects", "D": "To synchronize flight paths for coordinated surveillance" }
B
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-loss.jpg" }
23-00000067-noise
MDMT_when2col_UAV1_18
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-noise.jpg" }
23-00000067-noise
MDMT_when2col_UAV2_18
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-noise.jpg" }
23-00000067-noise
MDMT_what2col_UAV1_18
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance traffic flow understanding?
{ "A": "Details of the parked cars along the side of the road", "B": "Information about the pedestrian movements on the sidewalks", "C": "Traffic flow patterns and vehicle speeds on the main road", "D": "The condition and layout of the surrounding greenery" }
C
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-noise.jpg" }
23-00000067-noise
MDMT_what2col_UAV2_18
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the pedestrian near the sidewalk", "B": "Details of the red car's position and movement", "C": "Details of the lane markings on the road", "D": "Details of the parked cars along the side" }
A
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-noise.jpg" }
23-00000067-noise
MDMT_why2col_UAV2_18
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To enhance image clarity and reduce noise interference", "B": "To capture targets that are too small or distant in the current view", "C": "To provide a different perspective for better object recognition", "D": "To ensure continuous tracking of targets that may be out of view" }
A
{ "UAV1": "All_Samples/UAV1/23-00000067-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000067-UAV2-noise.jpg" }
23-00000073
MDMT_when2col_UAV1_19
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000073-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000073-UAV2.jpg" }
23-00000073
MDMT_when2col_UAV2_19
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
B
{ "UAV1": "All_Samples/UAV1/23-00000073-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000073-UAV2.jpg" }
23-00000073
MDMT_what2col_UAV2_19
4.2 What to Collaborate (UAV2)
What specific scene context information should UAV2 share with UAV1 to enhance traffic flow understanding?
{ "A": "Details of the pedestrian movements on the sidewalks", "B": "Information about the parked cars along the road", "C": "Traffic flow patterns in the lanes closer to the sidewalk", "D": "The condition of the road surface and markings" }
C
{ "UAV1": "All_Samples/UAV1/23-00000073-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000073-UAV2.jpg" }
23-00000073
MDMT_who2col_UAV2_19
4.3 Who to Collaborate (UAV2)
Which UAV should UAV2 collaborate with for collaboration partner for specific object data?
{ "A": "None", "B": "UAV1", "C": "A ground-based sensor", "D": "UAV1" }
A
{ "UAV1": "All_Samples/UAV1/23-00000073-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000073-UAV2.jpg" }
23-00000075-loss
MDMT_when2col_UAV1_20
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
B
{ "UAV1": "All_Samples/UAV1/23-00000075-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000075-UAV2-loss.jpg" }
23-00000075-loss
MDMT_when2col_UAV2_20
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000075-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000075-UAV2-loss.jpg" }
23-00000075-loss
MDMT_why2col_UAV1_20
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV based on the provided images?
{ "A": "To enhance the detection of vehicles in shadowed areas", "B": "To fill in information gaps due to obstructed views of the road", "C": "To increase the resolution of the captured images", "D": "To synchronize flight paths for coordinated maneuvers" }
B
{ "UAV1": "All_Samples/UAV1/23-00000075-UAV1-loss.jpg", "UAV2": "All_Samples/UAV2/23-00000075-UAV2-loss.jpg" }
23-00000075-noise
MDMT_when2col_UAV1_21
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000075-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000075-UAV2-noise.jpg" }
23-00000075-noise
MDMT_when2col_UAV2_21
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000075-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000075-UAV2-noise.jpg" }
23-00000075-noise
MDMT_what2col_UAV1_21
4.2 What to Collaborate (UAV1)
What specific scene context information should UAV1 share with UAV2 to enhance traffic flow understanding?
{ "A": "Details of the red car's trajectory and speed", "B": "Presence and movement of pedestrians on the sidewalks", "C": "Current weather conditions affecting visibility", "D": "Layout of the road and lane markings" }
A
{ "UAV1": "All_Samples/UAV1/23-00000075-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000075-UAV2-noise.jpg" }
23-00000075-noise
MDMT_why2col_UAV1_21
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV?
{ "A": "To enhance the visibility of distant or small targets that are not clearly visible in its current perspective.", "B": "To capture a wider geographical area for broader coverage.", "C": "To adjust for varying weather conditions affecting image clarity.", "D": "To provide real-time data synchronization between multiple drones." }
A
{ "UAV1": "All_Samples/UAV1/23-00000075-UAV1-noise.jpg", "UAV2": "All_Samples/UAV2/23-00000075-UAV2-noise.jpg" }
23-00000076
MDMT_when2col_UAV1_22
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000076-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000076-UAV2.jpg" }
23-00000076
MDMT_when2col_UAV2_22
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
B
{ "UAV1": "All_Samples/UAV1/23-00000076-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000076-UAV2.jpg" }
23-00000076
MDMT_who2col_UAV2_22
4.3 Who to Collaborate (UAV2)
Which UAV should UAV2 collaborate with for collaboration partner for complementary perspective?
{ "A": "None", "B": "UAV1", "C": "A ground-based sensor", "D": "UAV1" }
A
{ "UAV1": "All_Samples/UAV1/23-00000076-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000076-UAV2.jpg" }
23-00000079
MDMT_when2col_UAV1_23
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000079-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000079-UAV2.jpg" }
23-00000079
MDMT_when2col_UAV2_23
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
A
{ "UAV1": "All_Samples/UAV1/23-00000079-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000079-UAV2.jpg" }
23-00000079
MDMT_what2col_UAV2_23
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the pedestrian near the sidewalk", "B": "Details of the red car's trajectory and speed", "C": "Details of the surrounding greenery and trees", "D": "Details of the parked cars on the side" }
B
{ "UAV1": "All_Samples/UAV1/23-00000079-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000079-UAV2.jpg" }
23-00000100
MDMT_when2col_UAV2_24
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to enhance perception of the road environment due to specific environmental factors?
{ "A": "Yes, due to complex road markings and multiple lanes", "B": "No, the road is straightforward with clear markings", "C": "Yes, due to the presence of pedestrians and cyclists", "D": "No, there are no significant environmental challenges" }
A
{ "UAV1": "All_Samples/UAV1/23-00000100-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000100-UAV2.jpg" }
23-00000100
MDMT_what2col_UAV2_24
4.2 What to Collaborate (UAV2)
What specific information should UAV2 share with UAV1 to enhance the understanding of traffic flow?
{ "A": "Details of the red car's speed and direction", "B": "Presence and movement of pedestrians on the sidewalks", "C": "Traffic density and flow patterns on the right side of the road", "D": "Condition of the road surface and markings" }
C
{ "UAV1": "All_Samples/UAV1/23-00000100-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000100-UAV2.jpg" }
23-00000100
MDMT_why2col_UAV1_24
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV based on the provided images?
{ "A": "To enhance the detection of static objects like parked cars", "B": "To fill in information gaps about moving vehicles not visible in its field of view", "C": "To improve the resolution of distant objects", "D": "To synchronize flight paths for coordinated surveillance" }
B
{ "UAV1": "All_Samples/UAV1/23-00000100-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000100-UAV2.jpg" }
23-00000281
MDMT_when2col_UAV1_25
4.1 When to Collaborate (UAV1)
Should UAV1 collaborate with another UAV to address need for collaboration due to environmental factors?
{ "A": "Yes, due to poor lighting conditions", "B": "No, lighting is adequate", "C": "Yes, due to low image resolution", "D": "No, the environment is clear" }
A
{ "UAV1": "All_Samples/UAV1/23-00000281-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000281-UAV2.jpg" }
23-00000281
MDMT_when2col_UAV2_25
4.1 When to Collaborate (UAV2)
Should UAV2 collaborate with another UAV to address need for collaboration due to incomplete information?
{ "A": "Yes, due to partial occlusion of key objects", "B": "No, the scene is fully visible", "C": "Yes, due to poor visibility of the objects", "D": "No, all objects are clearly captured" }
B
{ "UAV1": "All_Samples/UAV1/23-00000281-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000281-UAV2.jpg" }
23-00000281
MDMT_what2col_UAV1_25
4.2 What to Collaborate (UAV1)
What specific object information should UAV1 share with UAV2 to improve perception?
{ "A": "Details of the red car's position and movement on the left lane", "B": "Details of the pedestrian near the bottom center of the image", "C": "Details of the greenery and park area on the right side", "D": "Details of the parked cars along the sidewalk" }
A
{ "UAV1": "All_Samples/UAV1/23-00000281-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000281-UAV2.jpg" }
23-00000281
MDMT_what2col_UAV2_25
4.2 What to Collaborate (UAV2)
What specific object information should UAV2 share with UAV1 to improve perception?
{ "A": "Details of the red car's position and movement on the right lane", "B": "Details of the pedestrian near the bottom left corner", "C": "Details of the parked cars along the side road", "D": "Details of the greenery and buildings on the right side" }
A
{ "UAV1": "All_Samples/UAV1/23-00000281-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000281-UAV2.jpg" }
23-00000281
MDMT_who2col_UAV2_25
4.3 Who to Collaborate (UAV2)
Which UAV should UAV2 collaborate with for collaboration partner for complementary perspective?
{ "A": "None", "B": "UAV1", "C": "A ground-based sensor", "D": "UAV1" }
A
{ "UAV1": "All_Samples/UAV1/23-00000281-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000281-UAV2.jpg" }
23-00000281
MDMT_why2col_UAV1_25
4.4 Why to Collaborate (UAV1)
Why should UAV1 collaborate with another UAV based on the provided images?
{ "A": "To enhance the visibility of distant or small objects that are not clearly visible in its current perspective.", "B": "To capture a wider geographical area for broader context.", "C": "To adjust for varying weather conditions affecting image clarity.", "D": "To provide real-time data synchronization between different flight paths." }
A
{ "UAV1": "All_Samples/UAV1/23-00000281-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000281-UAV2.jpg" }
23-00000281
MDMT_why2col_UAV2_25
4.4 Why to Collaborate (UAV2)
Why should UAV2 collaborate with another UAV?
{ "A": "To enhance the resolution of distant objects", "B": "To cover areas outside its field of view due to structural obstructions", "C": "To reduce the computational load by sharing tasks", "D": "To synchronize flight paths for coordinated maneuvers" }
B
{ "UAV1": "All_Samples/UAV1/23-00000281-UAV1.jpg", "UAV2": "All_Samples/UAV2/23-00000281-UAV2.jpg" }
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