Constarium
← Search

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

Catalogue records · 1

Topics

Inferred from text
Image 65%
Provenance · 1 source records, 16 field assertions
SourceKeyLast seenRaw
Teesside University Research Data Repositoryoai:data.mendeley.com/f4zn5p5d52.34 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].anzsrc:field:400607mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Signal Processing']
concepts[field].anzsrc:field:460304mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Computer Vision']
concepts[field].anzsrc:field:460306mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Image Processing']
concepts[field].anzsrc:group:4602mapping · researchdata tees ac ukvocabulary-mapper@1.0.0keywords['Artificial Intelligence']
concepts[field].local:field:computer-science-aimapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:humanitiesmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
concepts[modality].local:modality:imageenrichment · researchdata tees ac ukkeyword-concept-rules@1.0.0title+description (65%)
descriptionsource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/description
licensesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/rights
publication_datesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0
titlesource · researchdata tees ac ukconnector:researchdata_tees_ac_uk@1.0.0/metadata/dc/title