Datasets:

EPFL-ECEO
/

CanadaFireSat

Tasks:

Image Segmentation

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Tags:

satellite-imagery

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License:

Dataset card Data Studio Files Files and versions

hporta commited on 14 days ago

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@@ -2158,13 +2158,13 @@ We describe below the different sources necessary to build the CanadaFireSat ben
 | Encoder | Modality | Params (M) | Val PRAUC | Val F1 | Test PRAUC | Test F1 | Test Hard PRAUC | Test Hard F1 | Avg PRAUC | Avg F1 |
 |:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
 | **🔷 ResNet-50** |  |  |  |  |  |  |  |  |  |  |
-|  | SITS Only   | 52.2 | <u>45.9</u> | <u>49.4</u> | <u>54.0</u> | <u>59.9</u> | <u>26.2</u> | <u>36.7</u> | <u>42.0</u> | <u>48.7</u> |
-|  | ENV Only    | 97.5 | 41.6 | 46.7 | 50.8 | 55.2 | 24.5 | 33.1 | 39.0 | 45.0 |
-|  | Multi-Modal | 52.2 | **46.1** | **51.2** | **57.0** | **60.3** | **27.1** | **37.4** | **43.4** | **49.6** |
 | **🔶 ViT_S** |  |  |  |  |  |  |  |  |  |  |
 |  | SITS Only   | 36.5 | **45.2** | **50.6** | <u>51.2</u> | 51.9 | **25.7** | 33.8 | <u>40.7</u> | 45.2 |
 |  | ENV Only    | 54.8 | 34.8 | 45.7 | 49.2 | **59.9** | 21.2 | <u>35.1</u> | 35.1 | <u>46.9</u> |
-|  | Multi-Modal | 37.7 | <u>43.9</u> | <u>50.0</u> | **56.2** | <u>59.2</u> | <u>24.7</u> | **35.6** | **41.6** | **48.3** |
 | **⚫ Baselines** |  |  |  |  |  |  |  |  |  |  |
 | Baseline (FWI) | ENV Only | - | 20.0 | 32.7 | 43.1 | 50.3 | 21.1 | 32.7 | 28.1 | 38.6 |
 | Baseline (UNet) ¹ | ENV Only | 9.1 | 33.6 | 43.2 | 51.4 | 58.4 | 25.1 | 34.2 | 36.7 | 45.3 |

 | Encoder | Modality | Params (M) | Val PRAUC | Val F1 | Test PRAUC | Test F1 | Test Hard PRAUC | Test Hard F1 | Avg PRAUC | Avg F1 |
 |:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|
 | **🔷 ResNet-50** |  |  |  |  |  |  |  |  |  |  |
+|  | SITS Only   | 52.2 | <u>45.2</u> | <u>49.3</u> | <u>53.3</u> | <u>58.9</u> | <u>26.3</u> | <u>36.7</u> | <u>41.6</u> | <u>48.3</u> |
+|  | ENV Only    | 97.5 | 41.6 | 46.7 | 49.9 | 53.5 | 24.5 | 33.1 | 38.7 | 44.4 |
+|  | Multi-Modal | 52.2 | **46.1** | **51.1** | **57.0** | **60.3** | **27.1** | **37.4** | **43.4** | **49.6** |
 | **🔶 ViT_S** |  |  |  |  |  |  |  |  |  |  |
 |  | SITS Only   | 36.5 | **45.2** | **50.6** | <u>51.2</u> | 51.9 | **25.7** | 33.8 | <u>40.7</u> | 45.2 |
 |  | ENV Only    | 54.8 | 34.8 | 45.7 | 49.2 | **59.9** | 21.2 | <u>35.1</u> | 35.1 | <u>46.9</u> |
+|  | Multi-Modal | 37.7 | <u>43.9</u> | <u>50.0</u> | **56.3** | <u>59.2</u> | <u>25.1</u> | **36.6** | **41.8** | **48.6** |
 | **⚫ Baselines** |  |  |  |  |  |  |  |  |  |  |
 | Baseline (FWI) | ENV Only | - | 20.0 | 32.7 | 43.1 | 50.3 | 21.1 | 32.7 | 28.1 | 38.6 |
 | Baseline (UNet) ¹ | ENV Only | 9.1 | 33.6 | 43.2 | 51.4 | 58.4 | 25.1 | 34.2 | 36.7 | 45.3 |