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[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000005_g001.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000005_g002.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000005_g003.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000006.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery and la...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ] ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a valid J...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **shrub_and_scrub** in the imagery: approximate sh...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the shrub and scrub. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **crops** in the imagery: approximate share of val...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the crops. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2,y2]}...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **built** in the imagery: approximate share of val...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the built. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2,y2]}...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **trees** in the imagery: approximate share of val...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the trees. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2,y2]}...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000006_g001.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **built** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the built. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **shrub_and_scrub** in the imagery: approxima...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the shrub and scrub. Provide result as a valid JSON: [{\"label\": str, \"bbox\":...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **crops** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the crops. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **trees** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the trees. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000014.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery and la...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ] ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a valid J...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **bare_ground** in the imagery: approximate share ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the bare ground. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000006_g002.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000014_g001.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **bare_ground** in the imagery: approximate s...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the bare ground. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000006_g003.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **shrub_and_scrub** in the imagery: approxima...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the shrub and scrub. Provide result as a valid JSON: [{\"label\": str, \"bbox\":...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **crops** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the crops. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **built** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the built. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **trees** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000006_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the trees. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000014_g003.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **bare_ground** in the imagery: approximate s...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000014_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the bare ground. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000000.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery and la...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ] ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a valid J...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **trees** in the imagery: approximate share of val...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the trees. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2,y2]}...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **shrub_and_scrub** in the imagery: approximate sh...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the shrub and scrub. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **built** in the imagery: approximate share of val...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the built. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2,y2]}...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **snow_and_ice** in the imagery: approximate share...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the snow and ice. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000000_g001.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **trees** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the trees. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **built** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the built. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **shrub_and_scrub** in the imagery: approxima...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000000_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the shrub and scrub. Provide result as a valid JSON: [{\"label\": str, \"bbox\":...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000012.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery and la...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000012_g001.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000012_g002.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000012_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000012_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000012_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **snow_and_ice** in the imagery: approximate ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000012_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the snow and ice. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000012_g003.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000002.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery and la...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000002_g002.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000002_g003.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000001_g001.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **trees** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the trees. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **grass** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g001_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the grass. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000001_g002.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the land cover regions visible in this satellite imagery. Provide result as a va...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **trees** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the trees. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery with an aligned per-pixel land-cover label. Describe only **grass** in the imagery: approximate share o...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g002_t0000.png" }, { "type": "text", "text": "The input is satellite imagery. Inspect it and detect the grass. Provide result as a valid JSON: [{\"label\": str, \"bbox\": [x1,y1,x2...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000004.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery and la...
[ { "role": "user", "content": [ { "type": "image", "image": "mapbox_stills/poi_000001_g003.png" }, { "type": "text", "text": "The input is overhead context imagery (not the same sensor as the chips). Describe it and relate it to the paired satellite imagery a...
[ { "role": "user", "content": [ { "type": "image", "image": "images/poi_000001_g003_t0000.png" }, { "type": "text", "text": "The input is satellite imagery (RGB). Describe this imagery in detail, including surface cover and structure where visible." } ...
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NU-TONIC raw SFT init

Satellite imagery and aligned land-cover outputs packaged as image–text rows for fine-tuning LFM-VL (leap-finetune vlm_sft format). JSONL user prompts name the modality (satellite imagery vs. overhead context) where it matters.

Provenance

  • Locations: GeoGuessr-style POIs (default HF source: stochastic/random_streetview_images_pano_v0.0.2) via download_geoguessr_poi_imagery.py.
  • Optical: multispectral optical COGs from a public STAC catalog, blue/green/red or visual preview, percentile-stretched to uint8.
  • Labels: per-pixel land-cover raster from Earth Engine, reprojected to the same 10 m grid as the RGB stack, then tiled and nearest-neighbor downsampled with the mask.
  • Context: optional geographic overhead still per POI (token-based static map API) under mapbox_stills/.
  • Rows: global caption + grounding per tile of satellite imagery, plus per–land-cover-class caption (and optional grounding) when a class exceeds --min-class-fraction.
  • Downstream format: messages[] with image + text, aligned with refs/satellite-vlm / VRSBench converter conventions.

Layout

  • images/*.png — RGB chips (downsampled, e.g. 224×224).
  • overlays/*.png — optional bbox visualization per JSONL row (--write-bbox-overlays).
  • mapbox_stills/*.png — overhead context still per POI (when API token set).
  • data/train.jsonl, data/validation.jsonl, data/test.jsonl — splits hashed by poi_id.
  • metadata/*.json — per-tile sidecars (coordinates, scene id, land_cover_label_meta counts/shapes only).

Build

See docs/scripts/SPEC-lfm-vl-sft-dataset.md and python data/scripts/build_lfm_vl_sft_dataset.py --help.

Licenses

Respect the STAC data provider terms, Earth Engine terms for label rasters, the static map provider ToS for optional stills, and the MIT HF pano dataset license for source coordinates.

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