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GeoChat-Bench

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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 2 new columns ({'image_id', 'description'}) and 4 missing columns ({'question_id', 'image', 'text', 'ground_truth'}).

This happened while the json dataset builder was generating data using

hf://datasets/MBZUAI/GeoChat-Bench/grounding_description.jsonl (at revision 14cf309b509c2cc2ecb631e3945086c51558da91)

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 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, 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 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              image_id: string
              description: string
              to
              {'question_id': Value(dtype='string', id=None), 'image': Value(dtype='string', id=None), 'text': Value(dtype='string', id=None), 'ground_truth': Value(dtype='string', id=None)}
              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 1321, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                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 2013, 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 2 new columns ({'image_id', 'description'}) and 4 missing columns ({'question_id', 'image', 'text', 'ground_truth'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/MBZUAI/GeoChat-Bench/grounding_description.jsonl (at revision 14cf309b509c2cc2ecb631e3945086c51558da91)
              
              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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license: apache-2.0

GeoChat-7B

GeoChat_Bench consists of converted instructions for LRBEN, HRBEN, AID, UCMerced, and custom evaluation datasets for region captioning, visual grounding and grounding description tasks.

Developed by MBZUAI

Model Sources

Repository: https://github.com/mbzuai-oryx/GeoChat
Paper: https://arxiv.org/abs/2311.15826

BibTeX:

@misc{kuckreja2023geochat,
      title={GeoChat: Grounded Large Vision-Language Model for Remote Sensing}, 
      author={Kartik Kuckreja and Muhammad Sohail Danish and Muzammal Naseer and Abhijit Das and Salman Khan and Fahad Shahbaz Khan},
      year={2023},
      eprint={2311.15826},
      archivePrefix={arXiv},
      primaryClass={cs.CV}
}

Authors

Kartik Kuckreja, Muhammad Sohail

Contact

kartik.kuckreja@mbzuai.ac.ae

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Collection including MBZUAI/GeoChat-Bench

GeoChat

Collection

GeoChat is the first grounded Large Vision Language Model, specifically tailored to Remote Sensing(RS) scenarios. • 4 items • Updated Apr 26 • 4

question_id string	image string	text string	ground_truth string
denseresidential/denseresidential31.tif	denseresidential/denseresidential31.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential74.tif	denseresidential/denseresidential74.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential47.tif	denseresidential/denseresidential47.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential96.tif	denseresidential/denseresidential96.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential59.tif	denseresidential/denseresidential59.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential55.tif	denseresidential/denseresidential55.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential82.tif	denseresidential/denseresidential82.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential87.tif	denseresidential/denseresidential87.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential32.tif	denseresidential/denseresidential32.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential88.tif	denseresidential/denseresidential88.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential49.tif	denseresidential/denseresidential49.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential19.tif	denseresidential/denseresidential19.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential44.tif	denseresidential/denseresidential44.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential58.tif	denseresidential/denseresidential58.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential73.tif	denseresidential/denseresidential73.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential13.tif	denseresidential/denseresidential13.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential00.tif	denseresidential/denseresidential00.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential05.tif	denseresidential/denseresidential05.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential07.tif	denseresidential/denseresidential07.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential04.tif	denseresidential/denseresidential04.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential83.tif	denseresidential/denseresidential83.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential70.tif	denseresidential/denseresidential70.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential98.tif	denseresidential/denseresidential98.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential20.tif	denseresidential/denseresidential20.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential14.tif	denseresidential/denseresidential14.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential90.tif	denseresidential/denseresidential90.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential68.tif	denseresidential/denseresidential68.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential08.tif	denseresidential/denseresidential08.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential30.tif	denseresidential/denseresidential30.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential81.tif	denseresidential/denseresidential81.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential23.tif	denseresidential/denseresidential23.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential41.tif	denseresidential/denseresidential41.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential26.tif	denseresidential/denseresidential26.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential77.tif	denseresidential/denseresidential77.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential95.tif	denseresidential/denseresidential95.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential39.tif	denseresidential/denseresidential39.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential48.tif	denseresidential/denseresidential48.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential16.tif	denseresidential/denseresidential16.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential53.tif	denseresidential/denseresidential53.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential
denseresidential/denseresidential93.tif	denseresidential/denseresidential93.tif	Classify the given image in one of the following classes. Classes: dense residential, river, overpass, medium residential, tennis court, agricultural, intersection, buildings, freeway, runway, chaparral, storage tanks, parking lot, sparse residential, beach, forest, baseball diamond, golf course, mobile home park, airplane, harbor. Answer in one word or a short phrase.	dense residential