Efficient incremental learning of boosted classifiers for object detection

@article{Sharma2012EfficientIL,
  title={Efficient incremental learning of boosted classifiers for object detection},
  author={Pramod Sharma and Chang Huang and Ramakant Nevatia},
  journal={Proceedings of the 21st International Conference on Pattern Recognition (ICPR2012)},
  year={2012},
  pages={3248-3251}
}
Significant progress has been made towards learning a generalized offline object detector. However, when a generalized offline detector is applied on new datasets, it often misses some instances of the object or produces false alarms in the background scene. we propose a novel and efficient incremental learning method, which improves the performance of an offline trained detector. Our approach adjusts the parameters of offline trained cascade of boosted classifiers using manually labeled online… CONTINUE READING

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