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Huizai Yao

3 accepted papers

2026

Beyond Boundaries: Leveraging Vision Foundation Models for Source-Free Object Detection

AAAI 2026technical

Source-Free Object Detection (SFOD) aims to adapt a source-pretrained object detector to a target domain without access to source data. However, existing SFOD methods predominantly rely on internal knowledge from the source model, which limits their capacity to generalize across domains and often re

Cited by 0SourcePDFScholar
2026

From Events to Clarity: The Event-Guided Diffusion Framework for Dehazing

CVPR 2026

Clear imaging under hazy conditions is a critical task. Prior-based and neural methods have improved results. However, they operate on RGB frames, which suffer from limited dynamic range. Therefore, dehazing remains ill- posed and can erase structure and illumination details. To address this, we use

Cited by 0SourceScholar
2025

See&Trek: Training-Free Spatial Prompting for Multimodal Large Language Model

NeurIPS 2025poster

We introduce See&Trek, the first training-free prompting framework tailored to enhance the spatial understanding of Multimodal Large Language Models (MLLMs) under vision-only constraints. While prior efforts have incorporated modalities like depth or point clouds to improve spatial reasoning, purely…

Cited by 0SourceScholar