https://github.com/ambidextrous9/dog_breed_classification-stanforddogsdataset

Applying Transfer Learning on Stanford Dogs Dataset
https://github.com/ambidextrous9/dog_breed_classification-stanforddogsdataset

cnn cnn-keras confusion-matrix mobilenetv2 prediction sgd sgd-optimizer stanford-dogs-dataset

Last synced: 9 months ago
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Applying Transfer Learning on Stanford Dogs Dataset

• Host: GitHub
• URL: https://github.com/ambidextrous9/dog_breed_classification-stanforddogsdataset
• Owner: ambideXtrous9
• License: mit
• Created: 2021-07-18T20:29:13.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2021-07-18T20:40:55.000Z (over 4 years ago)
• Last Synced: 2025-01-11T21:33:11.512Z (10 months ago)
• Topics: cnn, cnn-keras, confusion-matrix, mobilenetv2, prediction, sgd, sgd-optimizer, stanford-dogs-dataset
• Language: Jupyter Notebook
• Homepage:
• Size: 972 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

          
# Dog_Breed_Classification-StanfordDogsDataset

# Dataset:

http://vision.stanford.edu/aditya86/ImageNetDogs/images.tar 


http://vision.stanford.edu/aditya86/ImageNetDogs/

# MobileNetV2 | SGD (Loss-Accuracy)

![image](https://user-images.githubusercontent.com/31372586/126081429-334da8ed-1976-4365-8ccb-87e68a2b777f.png)

![image](https://user-images.githubusercontent.com/31372586/126081441-73efcdf6-9123-4416-8af4-c4fb9b563418.png)

# Confusion Matrix

![image](https://user-images.githubusercontent.com/31372586/126081491-af5c7b50-1ccb-414c-bdb4-06c14c814d48.png)

# Some Test Results:

![image](https://user-images.githubusercontent.com/31372586/126081506-142f88cf-fdcb-4d03-ab2d-357fc8f5cea8.png)

![image](https://user-images.githubusercontent.com/31372586/126081511-0b574189-5a62-46f9-9392-643aef727c52.png)

![image](https://user-images.githubusercontent.com/31372586/126081517-cebf30a1-d3b1-4b27-8426-c5545e30be6f.png)