cd-ogi-recording-mask-audit / ATTRIBUTION.md
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Publish reviewed negative OGI mask-reference study
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Source and modification notices

This exploratory reference uses selected images and publisher-generated masks from Controlled Diet (CD) Dataset for Methane Plume Detection, by Mohamed G. Embaby, Toqi Tahamid Sarker, Amer AbuGhazaleh and Khaled R. Ahmed, Southern Illinois University Carbondale.

The source metadata JSON separately declares CC0-1.0. That inconsistency remains unresolved. This work elects the explicit CC BY 4.0 grant, keeps attribution and change notices, and makes no public-domain claim. No author endorsement is implied. Source PNG bytes are preserved; their full hashes are the pinned LFS SHA256.

Changes for this work: a prospectively chosen compact subset, entire recording IDs assigned to disjoint development roles, classes collapsed to nonzero binary mask occupancy, 320×240 rendered RGB preprocessing and fractional 2×2 training targets, native-resolution scoring, conventional and compact from-scratch CPU references. The original filenames, bytes and publisher mask codes remain in the source manifest. The code 2/class 3 and code 3/class 2 correspondence is checked.

The new original implementation is MIT licensed. NumPy and Pillow retain their own notices in the pinned official dependency wheels. No pretrained gas weights, Gasformer/LangGas author software, client architecture, plant telemetry or robot capture is included. Learned scores reproduce weak mask labels; they are not physical methane confidence, concentration, leak absence or field qualification.