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GeoChat-Bench

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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 (description, image_id) and 4 missing columns (ground_truth, text, image, question_id). 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 7 days ago • 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