Upload README.md with huggingface_hub
Browse files
README.md
CHANGED
@@ -20,7 +20,7 @@ widget:
|
|
20 |
- label: Beaches, dunes, sands
|
21 |
score: 0.000000
|
22 |
- label: Broad-leaved forest
|
23 |
-
score: 0.
|
24 |
- label: Coastal wetlands
|
25 |
score: 0.000000
|
26 |
---
|
@@ -29,7 +29,7 @@ widget:
|
|
29 |
:---:|:---:|:---:|:---:|:---:
|
30 |
<a href="https://www.tu.berlin/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/tu-berlin-logo-long-red.svg" style="font-size: 1rem; height: 2em; width: auto" alt="TU Berlin Logo"/> | <a href="https://rsim.berlin/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/RSiM_Logo_1.png" style="font-size: 1rem; height: 2em; width: auto" alt="RSiM Logo"> | <a href="https://www.dima.tu-berlin.de/menue/database_systems_and_information_management_group/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/DIMA.png" style="font-size: 1rem; height: 2em; width: auto" alt="DIMA Logo"> | <a href="http://www.bigearth.eu/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/BigEarth.png" style="font-size: 1rem; height: 2em; width: auto" alt="BigEarth Logo"> | <a href="https://bifold.berlin/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/BIFOLD_Logo_farbig.png" style="font-size: 1rem; height: 2em; width: auto; margin-right: 1em" alt="BIFOLD Logo">
|
31 |
|
32 |
-
# Resnet101
|
33 |
|
34 |
<!-- Optional images -->
|
35 |
<!--
|
@@ -46,7 +46,7 @@ precision macro)
|
|
46 |
- Learning rate: 0.001
|
47 |
- Dropout rate: 0.15
|
48 |
- Drop Path rate: 0.15
|
49 |
-
- Learning rate scheduler: LinearWarmupCosineAnnealing for 1000
|
50 |
- Optimizer: AdamW
|
51 |
- Seed: 0
|
52 |
|
@@ -61,7 +61,7 @@ The model was evaluated on the test set of the BigEarthNet v2.0 dataset with the
|
|
61 |
|:------------------|------------------:|------------------:|
|
62 |
| Average Precision | 0.627478 | 0.803690 |
|
63 |
| F1 Score | 0.577052 | 0.707424 |
|
64 |
-
| Precision | 0.
|
65 |
|
66 |
# Example
|
67 |
| A Sentinel-1 image (VV, VH and VV/VH bands are used for visualization) |
|
|
|
20 |
- label: Beaches, dunes, sands
|
21 |
score: 0.000000
|
22 |
- label: Broad-leaved forest
|
23 |
+
score: 0.064237
|
24 |
- label: Coastal wetlands
|
25 |
score: 0.000000
|
26 |
---
|
|
|
29 |
:---:|:---:|:---:|:---:|:---:
|
30 |
<a href="https://www.tu.berlin/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/tu-berlin-logo-long-red.svg" style="font-size: 1rem; height: 2em; width: auto" alt="TU Berlin Logo"/> | <a href="https://rsim.berlin/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/RSiM_Logo_1.png" style="font-size: 1rem; height: 2em; width: auto" alt="RSiM Logo"> | <a href="https://www.dima.tu-berlin.de/menue/database_systems_and_information_management_group/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/DIMA.png" style="font-size: 1rem; height: 2em; width: auto" alt="DIMA Logo"> | <a href="http://www.bigearth.eu/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/BigEarth.png" style="font-size: 1rem; height: 2em; width: auto" alt="BigEarth Logo"> | <a href="https://bifold.berlin/"><img src="https://raw.githubusercontent.com/wiki/lhackel-tub/ConfigILM/static/imgs/BIFOLD_Logo_farbig.png" style="font-size: 1rem; height: 2em; width: auto; margin-right: 1em" alt="BIFOLD Logo">
|
31 |
|
32 |
+
# Resnet101 pretrained on BigEarthNet v2.0 using Sentinel-1 bands
|
33 |
|
34 |
<!-- Optional images -->
|
35 |
<!--
|
|
|
46 |
- Learning rate: 0.001
|
47 |
- Dropout rate: 0.15
|
48 |
- Drop Path rate: 0.15
|
49 |
+
- Learning rate scheduler: LinearWarmupCosineAnnealing for 1000 warmup steps
|
50 |
- Optimizer: AdamW
|
51 |
- Seed: 0
|
52 |
|
|
|
61 |
|:------------------|------------------:|------------------:|
|
62 |
| Average Precision | 0.627478 | 0.803690 |
|
63 |
| F1 Score | 0.577052 | 0.707424 |
|
64 |
+
| Precision | 0.627478 | 0.803690 |
|
65 |
|
66 |
# Example
|
67 |
| A Sentinel-1 image (VV, VH and VV/VH bands are used for visualization) |
|