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Datasets:
LiberiOnTerra
/
FedRS-Imagefolder

Tasks:
Image Classification
Modalities:
Image
Languages:
English
Size:
100K<n<1M
Tags:
image
federated-learning
niid
classification
License:
Dataset card Data Studio Files
xet
 Community
1
LiberiOnTerra commited on
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  1. README.md +58 -68
README.md CHANGED
@@ -17,92 +17,82 @@ homepage: https://huggingface.co/datasets/LiberiOnTerra/FedRS
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  configs:
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  - config_name: FedRS-NIID1-balanced
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- data_dir: FedRS/FedRS
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- splits:
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- - name: train
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- pattern: NIID-1/**/*.jpg
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- - name: val_balanced
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- pattern: val_balanced/**/*.jpg
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  - config_name: FedRS-NIID1-imbalanced
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- data_dir: FedRS/FedRS
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- splits:
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- - name: train
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- pattern: NIID-1/**/*.jpg
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- - name: val
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- pattern: val_imbalanced/**/*.jpg
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  - config_name: FedRS-NIID2-balanced
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- data_dir: FedRS/FedRS
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- splits:
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- - name: train
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- pattern: NIID-2/**/*.jpg
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- - name: val_balanced
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- pattern: val_balanced/**/*.jpg
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  - config_name: FedRS-NIID2-imbalanced
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- data_dir: FedRS/FedRS
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- splits:
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- - name: train
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- pattern: NIID-2/**/*.jpg
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- - name: val
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- pattern: val_imbalanced/**/*.jpg
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  - config_name: FedRS5-NIID1-balanced
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- data_dir: FedRS/FedRS-5
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- splits:
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- - name: train
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- pattern: NIID-1/**/*.jpg
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- - name: val_balanced
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- pattern: val_balanced/**/*.jpg
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  - config_name: FedRS5-NIID1-imbalanced
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- data_dir: FedRS/FedRS-5
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- splits:
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- - name: train
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- pattern: NIID-1/**/*.jpg
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- - name: val
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- pattern: val_imbalanced/**/*.jpg
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  - config_name: FedRS5-NIID2-balanced
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- data_dir: FedRS/FedRS-5
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- splits:
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- - name: train
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- pattern: NIID-2/**/*.jpg
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- - name: val_balanced
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- pattern: val_balanced/**/*.jpg
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  - config_name: FedRS5-NIID2-imbalanced
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- data_dir: FedRS/FedRS-5
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- splits:
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- - name: train
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- pattern: NIID-2/**/*.jpg
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- - name: val
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- pattern: val_imbalanced/**/*.jpg
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  - config_name: FedRS
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- data_dir: FedRS/FedRS
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- splits:
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- - name: train_NIID-1
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- pattern: NIID-1/**/*.jpg
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- - name: train_NIID2
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- pattern: NIID-2/**/*.jpg
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- - name: val_balanced
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- pattern: val_balanced/**/*.jpg
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- - name: val_imbalanced
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- pattern: val_imbalanced/**/*.jpg
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  - config_name: FedRS-5
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- data_dir: FedRS/FedRS-5
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- splits:
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- - name: train_NIID-1
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- pattern: NIID-1/**/*.jpg
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- - name: train_NIID2
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- pattern: NIID-2/**/*.jpg
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- - name: val_balanced
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- pattern: val_balanced/**/*.jpg
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- - name: val_imbalanced
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- pattern: val_imbalanced/**/*.jpg
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  ---
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  ## FedRS
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  we obtain 135 clients in total. Among these clients, EuroSAT contributes 45 clients, AID 15 clients, RSD46-WHU 35 clients, NaSC-TG2 34 clients, NWPU-RESISC45 12 clients, AID 5 clients, UCM 2 clients and the remaining 2 clients are from WHU-RS19 and OPTIMAL-31. Each client has a non-overlapping subset of the data. The number of images per client ranges widely, from as few as 114 to 1559, mirroring the unbalanced nature of real federated data.
 
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  configs:
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  - config_name: FedRS-NIID1-balanced
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+ data_files:
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+ - split: train
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+ path: FedRS/NIID-1/**/*.jpg
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+ - split: val_balanced
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+ path: FedRS/val_balanced/**/*.jpg
 
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  - config_name: FedRS-NIID1-imbalanced
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+ data_files:
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+ - split: train
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+ path: FedRS/NIID-1/**/*.jpg
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+ - split: val
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+ path: FedRS/val_imbalanced/**/*.jpg
 
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  - config_name: FedRS-NIID2-balanced
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+ data_files:
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+ - split: train
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+ path: FedRS/NIID-2/**/*.jpg
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+ - split: val_balanced
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+ path: FedRS/val_balanced/**/*.jpg
 
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  - config_name: FedRS-NIID2-imbalanced
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+ data_files:
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+ - split: train
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+ path: FedRS/NIID-2/**/*.jpg
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+ - split: val
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+ path: FedRS/FedRS/val_imbalanced/**/*.jpg
 
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  - config_name: FedRS5-NIID1-balanced
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+ data_files:
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+ - split: train
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+ path: FedRS-5/NIID-1/**/*.jpg
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+ - split: val_balanced
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+ path: FedRS-5/val_balanced/**/*.jpg
 
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  - config_name: FedRS5-NIID1-imbalanced
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+ data_files:
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+ - split: train
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+ path: FedRS-5/NIID-1/**/*.jpg
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+ - split: val
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+ path: FedRS-5/val_imbalanced/**/*.jpg
 
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  - config_name: FedRS5-NIID2-balanced
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+ data_files:
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+ - split: train
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+ path: /FedRS-5/NIID-2/**/*.jpg
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+ - split: val_balanced
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+ path: FedRS-5/val_balanced/**/*.jpg
 
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  - config_name: FedRS5-NIID2-imbalanced
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+ data_files:
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+ - split: train
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+ path: FedRS-5/NIID-2/**/*.jpg
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+ - split: val
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+ path: FedRS-5/val_imbalanced/**/*.jpg
 
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  - config_name: FedRS
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+ data_files:
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+ - split: train_NIID-1
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+ path: FedRS/NIID-1/**/*.jpg
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+ - split: train_NIID2
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+ path: FedRS/NIID-2/**/*.jpg
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+ - split: val_balanced
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+ path: FedRS/val_balanced/**/*.jpg
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+ - split: val_imbalanced
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+ path: FedRS/val_imbalanced/**/*.jpg
 
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  - config_name: FedRS-5
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+ data_files:
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+ - split: train_NIID-1
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+ path: FedRS-5/NIID-1/**/*.jpg
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+ - split: train_NIID2
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+ path: FedRS-5/NIID-2/**/*.jpg
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+ - split: val_balanced
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+ path: FedRS-5/val_balanced/**/*.jpg
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+ - split: val_imbalanced
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+ path: FedRS-5/val_imbalanced/**/*.jpg
 
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  ---
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  ## FedRS
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  we obtain 135 clients in total. Among these clients, EuroSAT contributes 45 clients, AID 15 clients, RSD46-WHU 35 clients, NaSC-TG2 34 clients, NWPU-RESISC45 12 clients, AID 5 clients, UCM 2 clients and the remaining 2 clients are from WHU-RS19 and OPTIMAL-31. Each client has a non-overlapping subset of the data. The number of images per client ranges widely, from as few as 114 to 1559, mirroring the unbalanced nature of real federated data.