Data · dataset · 2026
Enhancement Without Replacement: Route-Preserving Residual Fusion for Low-Light Visible–Thermal Pedestrian Detection
Listed in Teesside University Research Data Repository
This dataset contains the reproducibility materials supporting the manuscript "Enhancement Without Replacement: Route-Preserving Residual Fusion for Low-Light Visible–Thermal Pedestrian Detection" (submitted to Machine Vision and Applications).
Description
The deposited materials include model configurations for ConcatFusion-s, ConcatFusion-s-wide, RoutePreserve-s no-KD, residual-source variants, and insertion-position variants; split manifests for LLVIP, the FLIR person-only subset, and the KAIST night person-family subset; recorded training and evaluation arguments; processed source tables underlying the manuscript result tables (Tables 2–9); per-seed matched-initialization LLVIP records (seeds 0, 1, and 2); per-seed FLIR and KAIST results for seeds 0, 1, and 2; plotting scripts for Figures 3 and 4; software- and hardware-environment records; and available checkpoint metadata.
Archived file names and verbatim command transcripts retain the earlier internal designation "AIRFuse" / "AIRFuse-s no-KD" for the RoutePreserve method; a full name mapping is provided in the archive README. The original LLVIP, FLIR, and KAIST images are not redistributed and must be obtained from their respective dataset providers under the applicable terms. Some legacy initialization artifacts are no longer available; the available provenance information and this limitation are documented in PROVENANCE_NOTES.md.
Links
Where it is published
- DOI doi.org/10.17632/f4zn5p5d52.3 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Artificial intelligence · Computer Science & AI · Computer vision · Earth & Environmental Science · Engineering · Humanities · Image processing · Life Sciences · Signal processing · Social Science
- Inferred from text
- Image 65%
Provenance · 1 source records, 16 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/f4zn5p5d52.3 | 4 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].anzsrc:field:400607 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Signal Processing'] |
| concepts[field].anzsrc:field:460304 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Computer Vision'] |
| concepts[field].anzsrc:field:460306 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Image Processing'] |
| concepts[field].anzsrc:group:4602 | mapping · researchdata tees ac uk | vocabulary-mapper@1.0.0 | keywords['Artificial Intelligence'] |
| concepts[field].local:field:computer-science-ai | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · researchdata tees ac uk | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |