半监控物体检测:从CNN到变压器的进展调查
Tahira Shehzadi1,2,3, Ifza Ifza1,2,3, Marcus Liwicki4
1Department of Computer Science, Technical University of Kaiserslautern, 67663 Kaiserslautern, Germany.
Sensors (Basel, Switzerland)
|January 10, 2026
概括
半监督物体检测 (SSOD) 使用标记和未标记的数据来改进计算机视觉任务. 最近的进展通过解决未标记数据和伪标签的挑战,显著提高了SSOD性能.
科学领域:
- 计算机视觉 计算机视觉
- 机器学习 机器学习
- 人工智能的人工智能
背景情况:
- 半监督物体检测 (SSOD) 将有限的标记数据与广泛的未标记数据相结合.
- 这种方法减轻了与获得大型标记数据集相关的高成本和时间.
- 早期的SSOD模型在有效利用未标记的数据和处理杂的伪标签方面扎.
研究的目的:
- 为28项近期SSOD方法的最新进展提供全面的回顾.
- 分析将半监督学习原则集成到对象检测框架中的情况.
- 通过确定挑战和未来方向来刺激SSOD的进一步研究.
主要方法:
- 复习覆盖卷积神经网络 (CNN) 到变压器的方法.
- 对核心半监督学习组件的分析:数据增强,伪标签,一致性规范化和对抗性培训.
- 基于性能和架构的不同SSOD模型的比较评估.
主要成果:
- 通过最近的方法进步,SSOD性能得到了显著改善.
- 已经开发出有效的策略来利用未标记的数据和管理伪标签噪音.
- 现在可以使用各种各样的SSOD技术,从基于CNN的到基于变压器的.
结论:
- SSOD是一个快速发展的领域,在克服最初的局限性方面取得了重大进展.
- 需要进一步的研究来解决剩余的挑战,并探索SSOD的新方法.
- 本综述为计算机视觉和机器学习领域的研究人员和从业人员提供了宝贵的资源.
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