Learning Compact Binary Descriptors with Unsupervised Deep Neural Networks
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CVPR2016
开源代码： https://github.com/kevinlin311tw/cvpr16-deepbit
本文通过深度学习网络来学习 Compact Binary Descriptors ，
亮点是 Unsupervised，在优化函数里面加入了三个约束：
1) minimal loss quantization
2) evenly distributed codes
3) uncorrelated bits
优化函数： 
L1, L2，L3 分别对应：
1）Discriminative Binary Descriptors
2） Efficient Binary Descriptors
3） Rotation Invariant Binary Descriptors
算法流程如下：
4 Experimental Results
4.2. Results on Image Matching
4.3. Results on Image Retrieval
4.4. Results on Object Recognition
0 0
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