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Jianan Xie

3 accepted papers

2025

Complete Corruption-Aware Retinex Framework for Low-Light Image Enhancement

IROS 2025

Retinex theory, which treats an image as a composition of illuminance and reflectance, has made significant progress in low-light image enhancement. Previous methods attempt to refine the impractical Retinex theory by introducing deviations in estimated illumination and reflectance to develop more p

Cited by 0SourcecodeScholar
2025

Divide-Then-Align: Honest Alignment based on the Knowledge Boundary of RAG

ACL 2025long

Large language models (LLMs) augmented with retrieval systems have significantly advanced natural language processing tasks by integrating external knowledge sources, enabling more accurate and contextually rich responses. To improve the robustness of such systems against noisy retrievals, Retrieval…

Cited by 0SourcePDFScholar
2025

MT-Fusion: Multi-Task Learning for Degradation-Aware Infrared and Visible Image Fusion

IROS 2025

The effective fusion of infrared and visible images could enhance environment perception during robot rescue mission by combining complementary information from both sensors. However, most existing fusion methods are developed for images captured under normal conditions, which limits their performan

Cited by 0SourceScholar