A Sample Update-Based CNN Framework for Object Detection in Large-Area Remote Sensing Images-2019-20
A Sample Update-Based Convolutional Neural Network Framework for Object Detection in Large-Area Remote Sensing Images-2019-20
TO DOWNLOAD THE PROJECT CODE...CONTACT
www.matlabprojectscode.com
/ matlab.assignments
/ phdprojectswork
e-mail : [email protected] ; Call / Watzapp: +91 83000 15425
The content of the project:
1. IEEE standard reference paper
2. PowerPoint presentation
3. Screenshots
4. Software
5. Source code
6. Videos
7. ReadMe document to guide.
ABSTRACT:
This letter addresses the issue of accurate object detection in large-area remote sensing images. Although many convolutional neural network (CNN)-based object detection models can achieve high accuracy in small image patches, the models perform poorly in large-area images due to the large quantity of false and missing detections that arise from complex backgrounds and diverse groundcover types. To address this challenge, this letter proposes a sample update-based CNN (SUCNN) framework for object detection in large-area remote sensing images. The proposed framework contains two stages. In the first stage, a base model-single-shot multibox detector-is trained with the training data set. In the second stage, artificial composite samples are generated to update the training set. The parameters of the first-stage model are fine-tuned with the updated data set to obtain the second-stage model. The first- and second-stage models are evaluated using the large-area remote sensing image test set. Comparison experiments show the effectiveness and superiority of the proposed SUCNN framework for object detection in large-area remote sensing images.
TAG:
Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments,Matlab assignments,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,phd projects,matlab research,matlab research,matlab research,matlab research,matlab research, matlab research,matlab research,matlab research,Matlab projects code,matlab assignments,matlab source code,matlab thesis,matlab projects in chennai,matlab projects in pondicherry,matlab projects in Bangalore,Matlab projects in kerala,matlab projects in hyderabad,matlab projects in mumbai,Matlab projects in delhi,matlab projects in australia,matlab projects in canada,matlab projects in USA,matlab projects in UK, matlab projects in europe,Image Processing Projects,Power Electronics Projects,Communication system Projects,Matlab Simulation Projects,Simulink Projects,Artificial Networks Projects,Bio Medical Projects,Fuzzy Logic Projects,Renewable Energy Projects,Signal Processing Projects,Wireless Communication Projects,Remote Sensing Matlab,Network Security Projects,Cryptography Projects,Steganography Projects,Watermarking Projects,Digital Image Processing Projects,Genetic Algorithm Projects,DIP Projects,Matlab Projects,Matlab Thesis,Matlab Projects,Matlab assignments,Matlab projects assignments,matlab projects, Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,Image processing projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects,IEEE projects, IEEE projects,IEEE projects ,Matlab assignments,Matlab assignments, matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects,matlab Phd projects