Data · dataset · 2025
Code for Infrared Small Target Detection with Multi-Branch Perception and Cross-Layer Semantic Fusion
Listed in ScienceDB
This file contains the code for the Multi-Branch Perception and Cross-Layer Semantic Fusion Network (MPCF-Net) for infrared small target detection, designed to support the development and evaluation of infrared small target detection models.
Description
The network employs multi-branch perception and cross-layer semantic fusion strategies to effectively extract edge features and address the semantic disparity issues in cross-layer feature fusion present in existing U-Net-based detection networks.
The datasets used in the experiments are sourced from three publicly available infrared small target detection datasets: SIRST, IRSTD, and NUDT-SIRST, which include infrared images with complex backgrounds and annotations for small targets. The file includes the complete MPCF-Net implementation code, which comprises training scripts (train.py), testing scripts (test.py), and network structure definitions (seg_model.py), among others.
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With this code, researchers can effectively implement and evaluate infrared small target detection models, validate the effectiveness of multi-branch perception and cross-layer semantic fusion methods, and further advance the technology in this field.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.34011 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Image 65%
Provenance · 1 source records, 10 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.34011 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[modality].local:modality:image | enrichment · scidb cn | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license_text | source · scidb cn | connector:scidb_cn@1.0.0 | |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |