STFAR: Test-time adaptive object detection through self-training and feature alignment regularization

2026-04-28

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PRE

AI

DOI：10.1016/j.eswa.2026.132594

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摘要

En 中文

• TTAOD提高了测试时对未知损坏的探测器鲁棒性。• 带特征对齐的自训练框架实现了稳定的测试时自适应。• GFA对齐跨域特征；PFC提高了前景特征的可分离性。• 为TTAOD构建了基准测试，并发布了代码以供复现。

Keyword:

TTAOD

self-training

feature alignment

object detection

test-time adaptation