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Running on Zero
| { | |
| "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 | |
| } | |
| } |