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Author

Peng-Hui Li

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Sep 2026

From Generation to Optimization: Improving Pseudo Labels for Semi-Supervised Object Detection

In semi-supervised object detection (SSOD), due to the limited availability of labeled data, the quality and quantity of pseudo labels generated from unlabeled images are crucial for model training. Our study reveals that in the early stages of training, the number of usable pseudo labels is very low, which hampers the...

Xi Yang, Peng-Hui Li, Nan-Nan Wang · 0 citations

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