Duplicate from timm/resisc45
Browse filesCo-authored-by: Ross Wightman <rwightman@users.noreply.huggingface.co>
- .gitattributes +55 -0
- README.md +108 -0
- data/test-00000-of-00001.parquet +3 -0
- data/train-00000-of-00001.parquet +3 -0
- data/validation-00000-of-00001.parquet +3 -0
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README.md
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---
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dataset_info:
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features:
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- name: image
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dtype: image
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- name: label
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dtype:
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class_label:
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names:
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'0': airplane
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'1': airport
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'2': baseball_diamond
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'3': basketball_court
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'4': beach
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'5': bridge
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'6': chaparral
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'7': church
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'8': circular_farmland
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'9': cloud
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'10': commercial_area
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'11': dense_residential
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'12': desert
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'13': forest
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'14': freeway
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'15': golf_course
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'16': ground_track_field
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'17': harbor
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'18': industrial_area
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'19': intersection
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'20': island
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'21': lake
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'22': meadow
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'23': medium_residential
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'24': mobile_home_park
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'25': mountain
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'26': overpass
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'27': palace
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'28': parking_lot
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'29': railway
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'30': railway_station
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'31': rectangular_farmland
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'32': river
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'33': roundabout
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'34': runway
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'35': sea_ice
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'36': ship
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'37': snowberg
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'38': sparse_residential
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'39': stadium
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'40': storage_tank
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'41': tennis_court
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'42': terrace
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'43': thermal_power_station
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'44': wetland
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- name: image_id
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dtype: string
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splits:
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- name: train
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num_bytes: 254594749.8
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num_examples: 18900
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- name: validation
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num_bytes: 84784207.3
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num_examples: 6300
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- name: test
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num_bytes: 85237234
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num_examples: 6300
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download_size: 425667137
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dataset_size: 424616191.1
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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- split: validation
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path: data/validation-*
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- split: test
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path: data/test-*
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size_categories:
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- 10K<n<100K
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license: unknown
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task_categories:
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- image-classification
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---
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## Description
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RESISC45 dataset is a publicly available benchmark for Remote Sensing Image Scene Classification (RESISC), created by Northwestern Polytechnical University (NWPU). This dataset contains 31,500 images, covering 45 scene classes with 700 images in each class.
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The dataset does not have any default splits. Train, validation, and test splits were based on these definitions here https://github.com/google-research/google-research/blob/master/remote_sensing_representations/README.md#dataset-splits
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- Paper: https://arxiv.org/abs/1703.00121.
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- Website: https://paperswithcode.com/dataset/resisc45 (original homepage is unresponsive http://www.escience.cn/people/JunweiHan/NWPU-RESISC45.html)
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## Citation
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```bibtex
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@article{Cheng_2017,
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title={Remote Sensing Image Scene Classification: Benchmark and State of the Art},
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volume={105},
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ISSN={1558-2256},
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url={http://dx.doi.org/10.1109/JPROC.2017.2675998},
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DOI={10.1109/jproc.2017.2675998},
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number={10},
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journal={Proceedings of the IEEE},
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publisher={Institute of Electrical and Electronics Engineers (IEEE)},
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author={Cheng, Gong and Han, Junwei and Lu, Xiaoqiang},
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year={2017},
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month={Oct},
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pages={1865-1883}
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}
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```
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data/test-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:55b3bd4bb0005b31a95d53a378a5a371ad4669768fca70502aa5d6d518fe80fe
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size 85244575
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data/train-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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size 255338350
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data/validation-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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size 85084212
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