Search Results for author: Wenzhang Zhou

Found 4 papers, 2 papers with code

Unsupervised Domain Adaptive Detection with Network Stability Analysis

1 code implementation ICCV 2023 Wenzhang Zhou, Heng Fan, Tiejian Luo, Libo Zhang

In this work, drawing inspiration from the concept of stability from the control theory that a robust system requires to remain consistent both externally and internally regardless of disturbances, we propose a novel framework that achieves unsupervised domain adaptive detection through stability analysis.

Domain Adaptation

Robust Domain Adaptive Object Detection with Unified Multi-Granularity Alignment

no code implementations1 Jan 2023 Libo Zhang, Wenzhang Zhou, Heng Fan, Tiejian Luo, Haibin Ling

To reduce discrepancy in feature distributions between two domains, recent approaches achieve domain adaption through feature alignment in different granularities via adversarial learning.

Domain Adaptation object-detection +1

Multi-Granularity Alignment Domain Adaptation for Object Detection

1 code implementation CVPR 2022 Wenzhang Zhou, Dawei Du, Libo Zhang, Tiejian Luo, Yanjun Wu

Domain adaptive object detection is challenging due to distinctive data distribution between source domain and target domain.

Domain Adaptation Object +2

SiamMan: Siamese Motion-aware Network for Visual Tracking

no code implementations11 Dec 2019 Wenzhang Zhou, Longyin Wen, Libo Zhang, Dawei Du, Tiejian Luo, Yanjun Wu

To reduce the impact of manually designed anchor boxes to adapt to different target motion patterns, we design the localization branch, which aims to coarsely localize the target to help the regression branch to generate accurate results.

General Classification regression +1

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