The Open Systems Interconnection model (OSI model) is a product of the Open Systems Interconnection effort at the International Organization for Standardization. It is a way of sub-dividing a communications system into smaller parts called layers. A layer is a collection of co...
regularization techniques and additionally reduces the computational burden significantly. We have observed up to 70\%reduction in computation per epoch and up to 2\%improvement in classification accuracy as compared to the baseline networks (VGG-16 and ResNet-110) on above datasets. Codes are publi...
THE TRANSPORT LAYER OF THE ISO/OSI MODEL IN COMPUTER NETWORKS Background. The transport layer is designed to deliver data without errors, losses and duplication in the order in which they were transmitted. It provides... K Yuliia,S Yaroslav - THE INTERNATIONAL SCIENTIFIC-PRACTICAL JOURNAL "COMMOD...
Recently, a new CNN architecture, Densely Connected Convolutional Networks (DenseNets), has shown excellent results on image classification tasks. The idea of DenseNets is based on the observation that if each layer is directly connected to every other layer in a feed-forward fashion then the ...
To solve the dilemma of data aggregation whilst efficiently exploiting the emotion labels in terms of their original meaning and interrelations, we advocate the usage of multi-task deep neural networks with shared hidden layers (MT-SHL-DNN), in which the feature transformations are shared across ...
The Presentation Layer decrypts and formats the email, and the Application Layer delivers the email to the client, where it appears in their inbox. Advantages of OSI Model The OSI model helps users and operators of computer networks: Determine the required hardware and software to build their ne...
yolov2TransformLayer (Computer Vision Toolbox) A transform layer of the you only look once version 2 (YOLO v2) network transforms the bounding box predictions of the last convolution layer in the network to fall within the bounds of the ground truth. Use the transform layer to improve the st...
Shown below the OSI Model is divided into seven layers that describe the activities and processes needed for disparate computer systems to communicate with each other over networks and the cloud/internet. Usually presented in reverse order from top to bottom (layer 7 to layer 1), the OSI Model...
This sub-layer identifies the network layer protocol. On the sending computer, it encapsulates the information of the Network Layer protocol in the LLC header from which the Data Link layer receives the data packet. On the receiving computer, it checks the LLC header to get the information abou...
The idea of applying the convolutional operation to image data is not new or unique to convolutional neural networks; it is a common technique used in computer vision. Historically, filters were designed by hand by computer vision experts, which were then applied to an image to result in a fe...