Table · dataset · 2026
Dataset for Deep Learning-Based Separation and Quantification of Overlapping Methane Plumes from Satellite Observations
Listed in figshare
Description
<p dir="ltr">This dataset supports training a spatial-attention U-Net 3+ model, evaluating overlapping methane plume separation, and estimating individual source emission rates using integrated mass enhancement (IME).</p><p dir="ltr">The overlapping_plumes(2-8)-V2 directory includes 28,000 training, 2,800 validation and 700 test samples. The overlapping_plumes(2-8)-V2_Add_S10 directory contains the same 700-sample test subset with additional wind metadata.
Each split includes paired combined_plumes and labels NPZ files and images_png previews.</p><p dir="ltr">The archive contains 96,601 files. No trained checkpoint is included. See DATASET_README.md and dataset_inventory.json for data organization and reproduction instructions.
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SHA-256 checksums are provided in SHA256SUMS.txt.</p><p dir="ltr">Code: github.com/zhz1234567890/Deep-Learning-Based-Separation-and-Quantification-of-Overlapping-Methane-Plumes</p><p dir="ltr">Download all 29 binary parts and the provided parts_manifest.json and reassemble_dataset.py into the same folder. Run python reassemble_dataset.py to verify each part and restore paper_dataset_complete.zip, then extract it normally.
See DOWNLOAD_INSTRUCTIONS.md. Allow approximately 50 GB of free disk space for parts, the restored ZIP, and extracted data.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33733438.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Atmospheric composition, chemistry and processes · Chemistry · Computer Science & AI · Deep learning · Earth & Environmental Science · Economics & Finance · Engineering · Humanities · Life Sciences · Medicine & Health · Methane · Ocean & Atmospheric Science · Social Science
- Inferred from text
- Satellite remote sensing 65%
Provenance · 1 source records, 20 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33733438 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:370104 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Atmospheric composition, chemistry and processes'] |
| concepts[field].anzsrc:field:461103 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['deep learning'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[modality].local:modality:remote-sensing | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| concepts[subject].local:topic:methane | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['methane'] |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |