WANG Shu-guang, SU Liang-liang, WANG Kun, et al. Hashing method based on multi-bit quantization[J]. 2018, (12): 5-8. DOI: 10.13873/J.1000-9787(2018)12-0005-04.
With the explosive growth of video surveillance data
traditional retrieval methods have become infeasible for practical applications. As an effective alternative
Hashing-based approximate nearest neighbor search has shown great advantages in terms of storage space and time efficiency. However
most existing Hashing methods concentrate on projection learning
and ignore the importance of quantization coding. To address these issues
propose a novel multi-bit quantization encoding method
which constructs new cost function based on Matthews correlation coefficient( MCC) score and encoding consistency constraint
utilizing genetic optimization algorithm to obtain quantization thresholds. Multiple bits assignment of projection dimension is achieved according to the thresholds. Experimental results on typical dataset verify that the proposed method outperforms existing multi-bit quantization methods.