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Source-Free Domain-Adaptive Semi-Supervised Learning for Object Detection in CCTV Images

Current object detection methods deployed in closed-circuit television (CCTV) systems experience substantial performance degradation due to domain gaps between training datasets and real-world environments. At the same time, increasing privacy concerns and stricter personal data regulations limit th...

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Principais autores: Hyejin Shin, Gye-Young Kim
פורמט: Artigo
שפה:Inglês
יצא לאור: MDPI AG 2025-12-01
סדרה:Sensors
נושאים:
CCTV
object detection
domain adaptation
source-free
semi-supervised learning
גישה מקוונת:https://www.mdpi.com/1424-8220/26/1/45
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