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Leiyu Sun

2 accepted papers

2025

Training-Free Test-Time Adaptation via Shape and Style Guidance for Vision-Language Models

NeurIPS 2025poster

Test-time adaptation with pre-trained vision-language models shows impressive zero-shot classification abilities, and training-free methods further improve the performance without any optimization burden. However, existing training-free test-time adaptation methods typically rely on entropy criteria…

Cited by 0SourceScholar
2018

Small-scale Pedestrian Detection Based on Topological Line Localization and Temporal Feature Aggregation

ECCV 2018poster

A critical issue in pedestrian detection is to detect small-scale objects that will introduce feeble contrast and motion blur in images and videos, which in our opinion should partially resort to deep-rooted annotation bias. Motivated by this, we propose a novel method integrated with somatic topolo…

Cited by 172SourcePDFScholar