Awesome Remote Sensing Foundation Models

[giswqs]

https://github.com/Jack-bo1220/Awesome-Remote-Sensing-Foundation-Models

https://github.com/IBM/terratorch

https://orhuna.github.io/cvpr25_eo_geoai/

[kaushikCanada]

yes yes i want to do these. thank you.

[Pratik-Doshi-99]

@giswqs I am working on integrating clay (on the list of FMs) to the segment-geospatial repo. I just came across this repo. Which repo is being actively maintained? Idm shifting my code to this one

[giswqs]

I would prefer contribution to this repo, which is under active development.

[Pratik-Doshi-99]

I'll move my work to this repo and open a draft PR

[Pratik-Doshi-99]

Asking this question on this thread. Clay requires sensor meta-data like the following:

'sentinel-2-l2a': {
        'band_order': ['blue', 'green', 'red', 'rededge1', 'rededge2', 'rededge3', 'nir', 'nir08', 'swir16', 'swir22'],
        'rgb_indices': [2, 1, 0],
        'gsd': 10,
        'bands': {
            'mean': {'blue': 1105., 'green': 1355., 'red': 1552., 'rededge1': 1887., 'rededge2': 2422., 'rededge3': 2630., 'nir': 2743., 'nir08': 2785., 'swir16': 2388., 'swir22': 1835.},
            'std': {'blue': 1809., 'green': 1757., 'red': 1888., 'rededge1': 1870., 'rededge2': 1732., 'rededge3': 1697., 'nir': 1742., 'nir08': 1648., 'swir16': 1470., 'swir22': 1379.},
            'wavelength': {'blue': 0.493, 'green': 0.56, 'red': 0.665, 'rededge1': 0.704, 'rededge2': 0.74, 'rededge3': 0.783, 'nir': 0.842, 'nir08': 0.865, 'swir16': 1.61, 'swir22': 2.19}
        }
    },
    'landsat-c2l2-sr': {
        'band_order': ['red', 'green', 'blue', 'nir08', 'swir16', 'swir22'],
        'rgb_indices': [0, 1, 2],
        'gsd': 30,
        'bands': {
            'mean': {'red': 13705., 'green': 13310., 'blue': 12474., 'nir08': 17801., 'swir16': 14615., 'swir22': 12701.},
            'std': {'red': 9578., 'green': 9408., 'blue': 10144., 'nir08': 8277., 'swir16': 5300., 'swir22': 4522.},
            'wavelength': {'red': 0.65, 'green': 0.56, 'blue': 0.48, 'nir08': 0.86, 'swir16': 1.6, 'swir22': 2.2}
        }
    }

Ideally, we want Clay to seamlessly blend with the raster reading functionality in the library. But most rasters wouldn't have the metadata Clay requires.

Is there something we can use to infer the metadata, allowing developers to use Clay with a basic RGB map-tile?