Commit ·
fc6eb29
1
Parent(s): 17d938f
README
Browse files
README.md
ADDED
|
@@ -0,0 +1,78 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# **Dataset README**
|
| 2 |
+
|
| 3 |
+
## **1. General Information**
|
| 4 |
+
|
| 5 |
+
**Number of Labels**: There are a total of 5 labels, namely: Agriculture, Bareland, Forest, Residential, and River.
|
| 6 |
+
|
| 7 |
+
**Number of Clients**: The dataset consists of 100 clients.
|
| 8 |
+
|
| 9 |
+
**Data Volume per Client**: Each client contains approximately 350 tif format images.
|
| 10 |
+
|
| 11 |
+
## **2. Data Sources**
|
| 12 |
+
|
| 13 |
+
All the images are collected from 6 different datasets, which are as follows:
|
| 14 |
+
|
| 15 |
+
Eurosat
|
| 16 |
+
|
| 17 |
+
UC Merced Land Use Dataset
|
| 18 |
+
|
| 19 |
+
AID
|
| 20 |
+
|
| 21 |
+
NWPU - RESISC45
|
| 22 |
+
|
| 23 |
+
WHU-RS19
|
| 24 |
+
|
| 25 |
+
NaSC-tg2
|
| 26 |
+
|
| 27 |
+
The data from each dataset is distributed to different numbers of simulated clients. The specific distribution numbers are as follows:
|
| 28 |
+
|
| 29 |
+
Data from the Eurosat dataset is distributed to 46 simulated clients.
|
| 30 |
+
|
| 31 |
+
Data from the UC Merced Land Use Dataset is distributed to 2 simulated clients.
|
| 32 |
+
|
| 33 |
+
Data from the AID dataset is distributed to 5 simulated clients.
|
| 34 |
+
|
| 35 |
+
Data from the NWPU - RESISC45 dataset is distributed to 12 simulated clients.
|
| 36 |
+
|
| 37 |
+
Data from the WHU-RS19 dataset is distributed to 1 simulated client.
|
| 38 |
+
|
| 39 |
+
Data from the NaSC-tg2 dataset is distributed to 34 simulated clients.
|
| 40 |
+
|
| 41 |
+
## **3. Data Folder Structure**
|
| 42 |
+
|
| 43 |
+
The data folder is named "data", and its internal structure is as follows:
|
| 44 |
+
|
| 45 |
+
```plaintext
|
| 46 |
+
--data
|
| 47 |
+
--train_set // Training set folder
|
| 48 |
+
--client_0 // Client 0 folder
|
| 49 |
+
--Agriculture // Folder for images of the Agriculture category
|
| 50 |
+
--Bareland // Folder for images of the Bareland category
|
| 51 |
+
--Forest // Folder for images of the Forest category
|
| 52 |
+
--Residential // Folder for images of the Residential category
|
| 53 |
+
--River // Folder for images of the River category
|
| 54 |
+
--client_1 // Client 1 folder
|
| 55 |
+
--Agriculture
|
| 56 |
+
--Bareland
|
| 57 |
+
--Forest
|
| 58 |
+
--Residential
|
| 59 |
+
--River
|
| 60 |
+
--client_2 // Client 2 folder
|
| 61 |
+
--Agriculture
|
| 62 |
+
--Bareland
|
| 63 |
+
--Forest
|
| 64 |
+
--Residential
|
| 65 |
+
--River
|
| 66 |
+
......
|
| 67 |
+
--client_99 // Client 99 folder
|
| 68 |
+
--Agriculture
|
| 69 |
+
--Bareland
|
| 70 |
+
--Forest
|
| 71 |
+
--Residential
|
| 72 |
+
--River
|
| 73 |
+
--val_set // Validation set folder
|
| 74 |
+
--Agriculture // Folder for images of the Agriculture category (validation set)
|
| 75 |
+
--Bareland // Folder for images of the Bareland category (validation set)
|
| 76 |
+
--Forest // Folder for images of the Forest category (validation set)
|
| 77 |
+
--Residential // Folder for images of the Residential category (validation set)
|
| 78 |
+
--River // Folder for images of the River category (validation set)
|