ud

README.md

@@ -22,6 +22,11 @@ configs:
         path: FedRS/NIID-1/**/*.jpg
       - split: val_balanced
         path: FedRS/val_balanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS_NIID1_imbalanced
     data_files:
@@ -29,6 +34,11 @@ configs:
         path: FedRS/NIID-1/**/*.jpg
       - split: val
         path: FedRS/val_imbalanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS_NIID2_balanced
     data_files:
@@ -36,6 +46,11 @@ configs:
         path: FedRS/NIID-2/**/*.jpg
       - split: val_balanced
         path: FedRS/val_balanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS_NIID2_imbalanced
     data_files:
@@ -43,6 +58,11 @@ configs:
         path: FedRS/NIID-2/**/*.jpg
       - split: val
         path: FedRS/val_imbalanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS5_NIID1_balanced
     data_files:
@@ -50,6 +70,11 @@ configs:
         path: FedRS-5/NIID-1/**/*.jpg
       - split: val_balanced
         path: FedRS-5/val_balanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS5_NIID1_imbalanced
     data_files:
@@ -57,6 +82,11 @@ configs:
         path: FedRS-5/NIID-1/**/*.jpg
       - split: val
         path: FedRS-5/val_imbalanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS5_NIID2_balanced
     data_files:
@@ -64,6 +94,11 @@ configs:
         path: FedRS-5/NIID-2/**/*.jpg
       - split: val_balanced
         path: FedRS-5/val_balanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS5_NIID2_imbalanced
     data_files:
@@ -71,6 +106,11 @@ configs:
         path: FedRS-5/NIID-2/**/*.jpg
       - split: val
         path: FedRS-5/val_imbalanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS
     data_files:
@@ -82,6 +122,11 @@ configs:
         path: FedRS/val_balanced/**/*.jpg
       - split: val_imbalanced
         path: FedRS/val_imbalanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 
   - config_name: FedRS_5
     data_files:
@@ -93,6 +138,11 @@ configs:
         path: FedRS-5/val_balanced/**/*.jpg
       - split: val_imbalanced
         path: FedRS-5/val_imbalanced/**/*.jpg
+    features:
+      - name: image
+        dtype: image
+      - name: label
+        dtype: string
 ---
 ## FedRS
 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.