Learning Compact Binary Descriptors with Unsupervised Deep Neural Networks
2016-09-19 14:53
609 查看
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
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
内容来自用户分享和网络整理，不保证内容的准确性，如有侵权内容，可联系管理员处理 
相关文章推荐
- neural networks deep learning Python Basics with numpy (optional) Homework
- Unsupervised Rrpresentation Learning with Deep Convolutional Generative Adversarial Networks
- Deep Learning Practical Neural Networks with Java 电子书免积分分享
- Theano-Deep Learning Tutorials 笔记：Recurrent Neural Networks with Word Embeddings
- 论文笔记之：UNSUPERVISED REPRESENTATION LEARNING WITH DEEP CONVOLUTIONAL GENERATIVE ADVERSARIAL NETWORKS
- Simultaneous Feature Learning and Hash Coding with Deep Neural Networks
- BinaryConnect： Training Deep Neural Networks with binary weights during propagations
- neural networks deep learning Planar data classification with a hidden layer Homework
- BinaryConnect： Training Deep Neural Networks with binary weights during propagations
- neural networks deep learning Logistic Regression with a Neural Network mindset Homework
- 【学习笔记】WEEK 1_Introduction to Deep Learning_Supervised Learning with Neural Networks
- 论文笔记：unsupervised representation learning with deep convolutional generative adversarial networks
- 深度学习入门:Simultaneous Feature Learning and Hash Coding with Deep Neural Networks
- Paper Note - Learning to Hash with Binary Deep Neural Network
- 《On Classification of Distorted Images with Deep Convolutional Neural Networks》翻译
- （翻译）Sequence to Sequence Learning with Neural Networks
- 《Neural Networks and Deep Learning》的理论知识点
- 《Neural Networks and Deep Learning》学习笔记三－神经网络输出层神经元个数
- Action-Decision Networks for Visual Tracking with Deep Reinforcement Learning
- DeepID3:Face Recognition with Very Deep Neural Networks