A-Study-on-Building-Infrastructure-Recognition-Using-Deep-Learning-Methods

Different types of builiding classification, detection, and Localization

Dataset: https://mahmud-cse16.github.io/Building-Infrastructure-Classification/

Image preprocessing resize and rename
Image background removal
Data augmentation using ImageDataGenerator
Dataset augmentation
Image Classification using SVM
Dataset preparation using train test split
Building infrastructure classification and detection using CNN
Image Classification with CNN
Image Classification with MobileNet
Image Classification with Inception V3
Image Classification with DenseNet
Image Classification with EfficientNet
Image Classification with VGG
Image Classification with ResNet

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Name		Name	Last commit message	Last commit date
Latest commit History 40 Commits
CNN Layers Visualization		CNN Layers Visualization
Dataset Analysis and Augmentation		Dataset Analysis and Augmentation
Excel data train test object detection		Excel data train test object detection
Image Classification with CNN		Image Classification with CNN
Image Classification with DenseNet		Image Classification with DenseNet
Image Classification with EfficientNet		Image Classification with EfficientNet
Image Classification with Inception		Image Classification with Inception
Image Classification with MobileNet		Image Classification with MobileNet
Image Classification with VGG		Image Classification with VGG
Image Preproceesing		Image Preproceesing
Overleaf EICT2021 Images Final		Overleaf EICT2021 Images Final
Sequential and Hybrid CNN Training Graph Excel Files		Sequential and Hybrid CNN Training Graph Excel Files
Slide and Report		Slide and Report
.gitattributes		.gitattributes
Building Image Classification with CNN Including Data Augmentation and Train Test Split.ipynb		Building Image Classification with CNN Including Data Augmentation and Train Test Split.ipynb
Building infrastructure classification and detection CNN.ipynb		Building infrastructure classification and detection CNN.ipynb
CNN Layers Visualization.ipynb		CNN Layers Visualization.ipynb
Data augmentation using ImageDataGenerator.ipynb		Data augmentation using ImageDataGenerator.ipynb
Dataset augmentation .ipynb		Dataset augmentation .ipynb
Dataset preparation train test split.ipynb		Dataset preparation train test split.ipynb
Drive_Transfer_learning_ResNet_152v2 (1).ipynb		Drive_Transfer_learning_ResNet_152v2 (1).ipynb
Hybrid_CNN_Model_Architecture.ipynb		Hybrid_CNN_Model_Architecture.ipynb
README.md		README.md
SVM for image classification.ipynb		SVM for image classification.ipynb
Transfer learning Mobile Net v2.ipynb		Transfer learning Mobile Net v2.ipynb
background removal image processing.ipynb		background removal image processing.ipynb
image preprocessing resize and rename.ipynb		image preprocessing resize and rename.ipynb

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