← Search

Longfei Liu

3 accepted papers

2026

A Closer Look at Cross-Domain Few-Shot Object Detection: Fine-Tuning Matters and Parallel Decoder Helps

CVPR 2026

Few-shot object detection (FSOD) is challenging due to unstable optimization and limited generalization arising from the scarcity of training samples. To address these issues, we propose a hybrid ensemble decoder that enhances generalization during fine-tuning. Inspired by ensemble learning, the dec

Cited by 1SourcecodeScholar
2026

FSOD-VFM: Few-Shot Object Detection with Vision Foundation Models and Graph Diffusion

ICLR 2026poster

In this paper, we present FSOD-VFM: Few-Shot Object Detectors with Vision Foundation Models, a framework that leverages vision foundation models to tackle the challenge of few-shot object detection. FSOD-VFM integrates three key components: a universal proposal network (UPN) for category-agnostic bo…

Cited by 0SourcecodeScholar
2025

A Multi-scenario Attention-based Generative Model for Personalized Blood Pressure Time Series Forecasting

ICASSP 2025accepted

Continuous blood pressure (BP) monitoring is essential for timely diagnosis and intervention in critical care settings. However, BP varies significantly across individuals, this inter-patient variability motivates the development of personalized models tailored to each patient’s physiology. In this…

Cited by 0SourceScholar