Call for papers!!!

Advances in Engineering: an International Journal (ADEIJ)

http://airccse.com/adeij/index.html    

Paper Submission
Authors are invited to submit papers for this journal through E-mail : adeij.journal@airccse.com.       

Important Dates
Submission Deadline     : December 14, 2019         

Contact Us
Here's where you can reach us : adeij.journal@yahoo.com or adeij.journal@airccse.com

A STUDY OF METHODS FOR TRAINING WITH DIFFERENT DATASETS IN IMAGE CLASSIFICATION

Yuxuan Bao

Northfield Mount Hermon School

ABSTRACT

This research developed a training method of Convolutional Neural Network model with multiple datasets to achieve good performance on both datasets. Two different methods of training with two characteristically different datasets with identical categories, one with very clean images and one with real-world data, were proposed and studied. The model used for the study was a neural network derived from ResNet. Mixed training was shown to produce the best accuracies for each dataset when the dataset is mixed into the training set at the highest proportion, and the best combined performance when the realworld dataset was mixed in at a ratio of around 70%. This ratio produced a top-1 combined performance of 63.8% (no mixing produced 30.8%) and a top-3 combined performance of 83.0% (no mixing produced 55.3%). This research also showed that iterative training has a worse combined performance than mixed training due to the issue of fast forgetting.

KEYWORDS Supervised Learning, Image Classification, Convolutional Neural Network, ResNet, Multiple Datasets

ORIGINAL SOURCE URL: https://airccse.com/adeij/papers/2419adeij01.pdf

VOLUME LINK: https://airccse.com/adeij/current.html

***Call for papers***

Advances in Engineering: an International Journal (ADEIJ)

http://airccse.com/adeij/index.html

Paper Submission

Authors are invited to submit papers for this journal through E-mail : adeij.journal@airccse.com.

Important Dates

Submission Deadline     : December 14, 2019

Contact Us

Here's where you can reach us : adeij.journal@yahoo.com or adeij.journal@airccse.com

Advances in Engineering: an International Journal (ADEIJ)

https://airccse.com/adeij/index.html

Call for papers

Advances in Engineering: an International Journal (ADEIJ) is a quarterly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the Engineering. The journal focuses on all technical and practical aspects of Engineering. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding advances in computing and establishing new collaborations in these areas.

Authors are solicited to contribute to the journal by submitting articles that illustrate research results, projects, surveying works and industrial experiences that describe significant advances in all areas of the Engineering. 

Topics of interest include, but are not limited to, the following: 

·         Aerospace Engineering

·         Automotive Engineering

·         Biomedical Engineering

·         Chemical Engineering

·         Civil Engineering

·         Computer Science and Engineering

·         Electrical and Electronic Engineering

·         Environmental Engineering

·         Food Sciences

·         Geomagnetic Engineering

·         Interdisciplinary Engineering

·         Manufacturing Engineering

·         Materials Engineering

·         Mechanical Engineering

·         Metallurgical and Materials Engineering

·         Ocean Engineering

·         Other Engineering 

Paper Submission 

Authors are invited to submit papers for this journal through Submission System.Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this Journal. 

Important Dates 

·         Submission Deadline   : December 14, 2019

·         Notification                  : January 15, 2020

·         Final Manuscript Due   : January 23, 2020

·         Publication date           : Determined by the Editor-in-Chief 

Here's where you can reach us :  adeij.journal@airccse.com

Current Issue

October 2019, Volume 2, Number 4

Advances in Engineering: an International Journal (ADEIJ)

http://airccse.com/adeij/index.html

https://airccse.com/adeij/current.html

MODELLING, ANALYSIS AND SIMULATION OF THE PIEZOELECTRIC MICRO PUMP
Samia Latreche and Mabrouk Khemliche, Department of Electrical Engineering, Setif 1 University, Setif, Algeria

MODELING AND OPTIMIZATION OF PIEZOELECTRIC ENERGY HARVESTING
Samia Latreche, Department of Electrical Engineering, Setif 1 University, Setif, Algeria


INVESTIGATIONS OF THE INFLUENCES OF A CNN’S RECEPTIVE FIELD ON SEGMENTATION OF SUBNUCLEI OF BILATERAL AMYGDALAE
Han Bao,School of Computer Science, University of Nottingham Ningbo China, Ningbo, China

Advances in Engineering: an International Journal (ADEIJ)

https://airccse.com/adeij/index.html

Call for papers

Advances in Engineering: an International Journal (ADEIJ) is a quarterly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the Engineering. The journal focuses on all technical and practical aspects of Engineering. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding advances in computing and establishing new collaborations in these areas.

Authors are solicited to contribute to the journal by submitting articles that illustrate research results, projects, surveying works and industrial experiences that describe significant advances in all areas of the Engineering. 

Topics of interest include, but are not limited to, the following: 

·         Aerospace Engineering

·         Automotive Engineering

·         Biomedical Engineering

·         Chemical Engineering

·         Civil Engineering

·         Computer Science and Engineering

·         Electrical and Electronic Engineering

·         Environmental Engineering

·         Food Sciences

·         Geomagnetic Engineering

·         Interdisciplinary Engineering

·         Manufacturing Engineering

·         Materials Engineering

·         Mechanical Engineering

·         Metallurgical and Materials Engineering

·         Ocean Engineering

·         Other Engineering 

Paper Submission 

Authors are invited to submit papers for this journal through Submission System.Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this Journal. 

Important Dates 

·         Submission Deadline   : October 19, 2019

·         Notification                  : November 19, 2019

·         Final Manuscript Due   : November 27, 2019

·         Publication date           : Determined by the Editor-in-Chief 

Here's where you can reach us :  adeij.journal@airccse.com

Advances in Engineering: an International Journal (ADEIJ)

https://airccse.com/adeij/index.html

Call for papers

Advances in Engineering: an International Journal (ADEIJ) is a quarterly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the Engineering. The journal focuses on all technical and practical aspects of Engineering. The goal of this journal is to bring together researchers and practitioners from academia and industry to focus on understanding advances in computing and establishing new collaborations in these areas.

Authors are solicited to contribute to the journal by submitting articles that illustrate research results, projects, surveying works and industrial experiences that describe significant advances in all areas of the Engineering. 

Topics of interest include, but are not limited to, the following: 

·         Aerospace Engineering

·         Automotive Engineering

·         Biomedical Engineering

·         Chemical Engineering

·         Civil Engineering

·         Computer Science and Engineering

·         Electrical and Electronic Engineering

·         Environmental Engineering

·         Food Sciences

·         Geomagnetic Engineering

·         Interdisciplinary Engineering

·         Manufacturing Engineering

·         Materials Engineering

·         Mechanical Engineering

·         Metallurgical and Materials Engineering

·         Ocean Engineering

·         Other Engineering 

Paper Submission 

Authors are invited to submit papers for this journal through Submission System.Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this Journal. 

Important Dates 

·         Submission Deadline   : October 19, 2019

·         Notification                  : November 19, 2019

·         Final Manuscript Due   : November 27, 2019

·         Publication date           : Determined by the Editor-in-Chief 

Here's where you can reach us :  adeij.journal@airccse.com