Efficient Feature Detection and Effective Post-Verification for Large Scale Near-Duplicate Image Search

@article{Xie2011EfficientFD,
  title={Efficient Feature Detection and Effective Post-Verification for Large Scale Near-Duplicate Image Search},
  author={Hongtao Xie and Ke Gao and Yongdong Zhang and Sheng Tang and Jintao Li and Yizhi Liu},
  journal={IEEE Transactions on Multimedia},
  year={2011},
  volume={13},
  pages={1319-1332}
}
State-of-the-art near-duplicate image search systems mostly build on the bag-of-local features (BOF) representation. While favorable for simplicity and scalability, these systems have three shortcomings: 1) high time complexity of the local feature detection; 2) discriminability reduction of local descriptors due to BOF quantization; and 3) neglect of the geometric relationships among local features after BOF representation. To overcome these shortcomings, we propose a novel framework by using… CONTINUE READING

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