Keywords:Binary Convolution, Deep Learning, Convolutional Neural Network, Binary Neural Networks, Binary Deep Learning 1 Introduction 深度神经网络(DNN)在包括计算机视觉和语音识别在内的多个应用领域显示出显著的改进。在计算机视觉中,一种特殊类型的DNN,称为卷积神经网络(CNN),已经在目标识别[1,2,3,4]和检测[...
XNOR-Net ImageNet Classification Using Binary Convolutional Neural Networks 本人想把算法思想实现在mxnet上(不单纯是一个layer),有意愿一起的小伙伴可以联系我,本人qq(邮箱):564326047(@qq.com),或者直接在下面留言。 一、Introduction A. 相关工作 论文中提到了好几种加速DNN的方法,由于小w精力有限,并没有一一...
Narain, T., Sahu, P., Singh, A.P. (2023). Plant Disease Classification Using Siamese Convolutional Neural Network. In: Gupta, D., Khanna, A., Bhattacharyya, S., Hassanien, A.E., Anand, S., Jaiswal, A. (eds) International Conference on Innovative Computing and Communications. Lecture ...
Voice disorders are very common in the global population. Many researchers have conducted research on the identification and classification of voice disorders based on machine learning. As a data-driven algorithm, machine learning requires a large number
satellite imagesThis work presents a procedure for automated road classification based on the use of the Mask-R-CNN convolutional neural network. The developed procedure helpsIgnatyev, Alexander V.Kulikov, Mikhail A.Tsapiev, Dmitry N.Tirin, Vladimir V.Ather, Danish...
Please note that deeper networks, or networks with more filters can improve accuracy. We train the model using a thin residual network architecture, since it provides good tradeoff in terms of accuracy, and the model is light-weight in terms of runtime (or flops) and memory (or number of ...
Therefore, the aim and novelty of this study is to classify waste using an optimized CNN efficiently. First, the famous CNN model, i.e., DenseNet121, was applied to the image of the waste of the TrashNet dataset. Original DenseNet121 used a global average pooling and softmax classifier to...
Overfeat: Integrated recognition, localization and detection using convolutional networks[J]. arXiv preprint arXiv:1312.6229, 2013. CNN用于立体匹配Zbontar J, LeCun Y. Computing the stereo matching cost with a convolutional neural network[C]//Proceedings of the IEEE conference on computer vision ...
HYPERSPECTRAL IMAGE CLASSIFICATION USING TWOCHANNEL DEEP CONVOLUTIONAL NEURAL NETWORK 论文地址:https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7730324 1、文章简介: 该论文是用双通道卷积神经网络CNN分别提取空谱信息,然后将得到的抽象特征级联为全连接层的输入,以此作为空谱联合信息输入两层全连接层以...
12. The system of claim 11, wherein the one or more processors are further to retrain the classifier network using the identified classification for the unannotated user feedback. 13. A method comprising: using one or more neural networks to generate information about a computer program based, ...