| --- |
| license: cc-by-nc-4.0 |
| task_categories: |
| - visual-question-answering |
| tags: |
| - satellite-imagery |
| - spatial-reasoning |
| - benchmark |
| - segmentation-masks |
| pretty_name: SQuID-GT (ground-truth mask bundle) |
| --- |
| |
| # SQuID-GT — Ground-Truth Mask Bundle for the SQuID Benchmark |
|
|
| Companion release for **SQuID** (https://huggingface.co/datasets/squid-bench-anon/SQuID), |
| under review at the NeurIPS 2026 Evaluations and Datasets Track. The evaluation split |
| on the main repository is unchanged; this bundle adds the assets needed for |
| **diagnostic (oracle) evaluation** with the QASR code release |
| (https://anonymous.4open.science/r/qasr-squid/): |
|
|
| - `images_and_masks/{deepglobe_0.5m, earthvqa_0.3m, solar_0.3m, naip_1.0m}/` — |
| source images and the curated segmentation masks that SQuID ground-truth answers |
| are derived from (1,950 mask-backed questions; the 50 NAIP questions use |
| human-consensus ground truth and have no masks). |
| - `qvlm_benchmark.json` — the benchmark records with per-question `image`/`mask` |
| paths, answers, tolerance ranges, tiers, and GSD (refreshed export with unified |
| pixel-count area definitions and content-hash ids). |
|
|
| ## Purpose |
|
|
| Running QASR with these ground-truth masks in place of any segmentation model |
| (`USE_GT_MASKS=1` in the code release) measures the reasoning + geometry-API |
| ceiling under perfect perception, decomposing benchmark error into perception vs. |
| reasoning. This oracle configuration is fully reproducible from public assets |
| (no closed-source segmentation checkpoints required). |
|
|
| ```bash |
| # with the code release checked out: |
| mv <this download> ./SQuID_GT |
| ./run_oracle_gt.sh validate # no API calls; expect 1950/1950 and 100% pass rates |
| OPENAI_API_KEY=sk-... ./run_oracle_gt.sh run |
| ``` |
|
|
| Imagery/masks originate from DeepGlobe (CVPR-W 2018), EarthVQA (ICCV 2023), and a |
| public photovoltaic-panel segmentation dataset (ESSD 2021); NAIP imagery is USGS |
| public domain. Research use only (CC BY-NC 4.0). |
|
|
