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Running on Zero
Running on Zero
File size: 1,876 Bytes
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"name": "SatQuery Vision Encoder v1",
"version": "1.0.0",
"type": "remote-sensing-adapted vision-language encoder",
"backbone": "OpenCLIP ViT-L-14",
"pretrained_weights": "laion2b_s32b_b82k",
"embedding_dimension": 768,
"adaptation_dataset": "BigEarthNet.txt",
"image_source": "BigEarthNet v2 Lithuania Summer",
"training_pairs": 4008,
"validation_pairs": 2291,
"test_pairs": 2053,
"input": {
"mode": "RGB",
"sentinel_2_bands": [
"B04",
"B03",
"B02"
],
"input_size": [
224,
224
]
},
"supported_uses": [
"Earth-observation image embeddings",
"image-text similarity",
"caption reranking",
"scene-prior evidence",
"retrieval",
"agent routing support"
],
"unsupported_claims": [
"pixel-level segmentation",
"object grounding",
"calibrated probability",
"semantic change detection"
],
"limitations": [
"Training subset is geographically limited to Lithuania",
"Training subset contains summer imagery only",
"Version 1 supports RGB imagery only",
"Retrieval metrics remain low in absolute terms",
"Outputs must not be treated as ground truth"
],
"validation_metrics": {
"loss": 4.120570659637451,
"image_to_text_r1": 0.005674378015100956,
"text_to_image_r1": 0.006110868416726589,
"image_to_text_r5": 0.022697512060403824,
"text_to_image_r5": 0.03491925075650215,
"image_to_text_r10": 0.050632912665605545,
"text_to_image_r10": 0.05805325135588646
},
"generic_openclip_baseline": {
"loss": 4.8016743659973145,
"image_to_text_r1": 0.0021824531722813845,
"text_to_image_r1": 0.0008729812107048929,
"image_to_text_r5": 0.010039283894002438,
"text_to_image_r5": 0.004364906344562769,
"image_to_text_r10": 0.021388040855526924,
"text_to_image_r10": 0.00654735928401351
}
} |