Datasets:
Update README.md
Browse files
README.md
CHANGED
|
@@ -27,8 +27,6 @@ pretty_name: WaterBench
|
|
| 27 |
|
| 28 |
## Overview
|
| 29 |
|
| 30 |
-
Coastal and marine environments play a critical role in climate regulation, biodiversity, and the global economy. Satellite remote sensing provides consistent large-scale observation of these areas, yet utilizing representation learning for marine domains remains under-explored. Existing geospatial foundation models (GFMs) are primarily evaluated on terrestrial tasks and lack comprehensive marine benchmarks.
|
| 31 |
-
|
| 32 |
WaterBench is a benchmark and evaluation protocol for assessing GFMs on high-resolution (10m) radar and optical satellite imagery (Sentinel-1, Sentinel-2) across two downstream task families: image-level regression and classification (e.g., water quality, bathymetry, oil-slick detection) and pixel-level segmentation (e.g., mangroves, seagrass). We also include 300m Sentinel-3 ocean-color imagery as contextual information. WaterBench spans multiple coastal regions and seasons, defining fixed splits for in-distribution (ID) evaluation and held-out tests that are spatial (new geographies) and, where applicable, temporal (new years).
|
| 33 |
|
| 34 |
**Total size:** ~164 GB (44 tar archives across 6 tasks)
|
|
|
|
| 27 |
|
| 28 |
## Overview
|
| 29 |
|
|
|
|
|
|
|
| 30 |
WaterBench is a benchmark and evaluation protocol for assessing GFMs on high-resolution (10m) radar and optical satellite imagery (Sentinel-1, Sentinel-2) across two downstream task families: image-level regression and classification (e.g., water quality, bathymetry, oil-slick detection) and pixel-level segmentation (e.g., mangroves, seagrass). We also include 300m Sentinel-3 ocean-color imagery as contextual information. WaterBench spans multiple coastal regions and seasons, defining fixed splits for in-distribution (ID) evaluation and held-out tests that are spatial (new geographies) and, where applicable, temporal (new years).
|
| 31 |
|
| 32 |
**Total size:** ~164 GB (44 tar archives across 6 tasks)
|