Datasets:
Update README.md
Browse files
README.md
CHANGED
|
@@ -185,14 +185,55 @@ FLAIR-HUB uses an <b>official split for benchmarking, corresponding to the SET1
|
|
| 185 |
|
| 186 |
## 🏆 Bechmark scores
|
| 187 |
|
| 188 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 189 |
|
| 190 |
Task | Model ID | mIoU | O.A.
|
| 191 |
:------------ | :------------- | :-----------| :---------
|
| 192 |
🗺️ Land-cover | LC-L | 65.8 | 78.2
|
| 193 |
🌾 Crop-types | LPIS-I | 39.2 | 87.2
|
| 194 |
|
| 195 |
-
</
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 196 |
|
| 197 |
|
| 198 |
|
|
|
|
| 185 |
|
| 186 |
## 🏆 Bechmark scores
|
| 187 |
|
| 188 |
+
|
| 189 |
+
Several model configurations were trained (see the accompanying data paper).
|
| 190 |
+
The best-performing configurations for both land-cover and crop-type classification tasks are summarized below:
|
| 191 |
+
|
| 192 |
+
<div align="center">
|
| 193 |
|
| 194 |
Task | Model ID | mIoU | O.A.
|
| 195 |
:------------ | :------------- | :-----------| :---------
|
| 196 |
🗺️ Land-cover | LC-L | 65.8 | 78.2
|
| 197 |
🌾 Crop-types | LPIS-I | 39.2 | 87.2
|
| 198 |
|
| 199 |
+
</div>
|
| 200 |
+
|
| 201 |
+
The **Model ID** can be used to retrieve the corresponding pre-trained model from the FLAIR-HUB-MODELS collection.
|
| 202 |
+
|
| 203 |
+
🗺️ Land-cover
|
| 204 |
+
|
| 205 |
+
| Model ID | Aerial VHR | Elevation | SPOT | S2 t.s. | S1 t.s. | Historical | PARA. | EP. | O.A. | mIoU |
|
| 206 |
+
|----------|------------|-----------|------|---------|---------|------------|--------|-----|------|------|
|
| 207 |
+
| LC-A | ✓ | | | | | | 89.4 | 79 | 77.5 | 64.1 |
|
| 208 |
+
| LC-B | ✓ | ✓ | | | | | 181.4 | 124 | 78.1 | 65.1 |
|
| 209 |
+
| LC-C | ✓ | ✓ | ✓ | | | | 270.6 | 129 | 78.2 | 65.2 |
|
| 210 |
+
| LC-D | ✓ | | | ✓ | | | 93.9 | 85 | 77.6 | 64.7 |
|
| 211 |
+
| LC-E | ✓ | | | | ✓ | | 95.8 | 98 | 77.7 | 64.5 |
|
| 212 |
+
| LC-F | ✓ | | | ✓ | ✓ | | 97.7 | 64 | 77.7 | 64.9 |
|
| 213 |
+
| LC-G | | | | ✓ | | | 0.9 | 89 | 57.8 | 34.2 |
|
| 214 |
+
| LC-H | | | | | ✓ | | 1.8 | 106 | 54.5 | 28.2 |
|
| 215 |
+
| LC-I | | | ✓ | | | | 89.2 | 94 | 64.1 | 43.5 |
|
| 216 |
+
| LC-J | | ✓ | | | | | 89.4 | 97 | 67.4 | 51.2 |
|
| 217 |
+
| LC-K | ✓ | | | | | ✓ | 181.4 | 45 | 77.6 | 64.3 |
|
| 218 |
+
| LC-L | ✓ | ✓ | ✓ | ✓ | ✓ | | 276.4 | 121 | **78.2** | **65.8** |
|
| 219 |
+
| LC-ALL | ✓ | ✓ | ✓ | ✓ | ✓ | ✓ | 365.8 | 129 | **78.2** | 65.6 |
|
| 220 |
+
|
| 221 |
+
🌾 Crop-types
|
| 222 |
+
|
| 223 |
+
| Model ID | Aerial VHR | SPOT | S2 t.s. | S1 t.s. | PARA. | EP. | O.A. | mIoU |
|
| 224 |
+
|----------|------------|------|---------|---------|--------|-----|------|------|
|
| 225 |
+
| **LV.1 - 23 classes (2 classes removed)** |||||||||
|
| 226 |
+
| LPIS-A | ✓ | | | | 89.4 | 91 | 86.6 | 24.4 |
|
| 227 |
+
| LPIS-B | ✓ | ✓ | | | 181.2 | 99 | 87.1 | 26.1 |
|
| 228 |
+
| LPIS-C | ✓ | | ✓ | | 93.9 | 100 | 87.5 | 29.8 |
|
| 229 |
+
| LPIS-D | ✓ | | ✓ | ✓ | 97.7 | 45 | **88.0** | 36.1 |
|
| 230 |
+
| LPIS-E | ✓ | ✓ | ✓ | | 183.1 | 46 | 87.6 | 30.3 |
|
| 231 |
+
| LPIS-F | | | ✓ | | 0.9 | 61 | 85.3 | 23.8 |
|
| 232 |
+
| LPIS-G | | | | ✓ | 1.8 | 77 | 84.5 | 18.1 |
|
| 233 |
+
| LPIS-H | | | ✓ | ✓ | 2.8 | 61 | 84.9 | 23.8 |
|
| 234 |
+
| LPIS-I | | ✓ | ✓ | ✓ | 97.5 | 49 | 87.2 | **39.2** |
|
| 235 |
+
| LPIS-J | ✓ | ✓ | ✓ | ✓ | 186.9 | 53 | **88.0** | 35.4 |
|
| 236 |
+
| LPIS-K | | ✓ | | | 89.2 | 14 | 84.5 | 15.1 |
|
| 237 |
|
| 238 |
|
| 239 |
|