https://github.com/ambidextrous9/brand-logo-classification-using-transferlearning-flickr27

Incremental Learning using MobileNetV2 of Logo Dataset
https://github.com/ambidextrous9/brand-logo-classification-using-transferlearning-flickr27

brand-logo-detection colab-notebook deep-learning flickr flickr-logo flickr27 inceptionv3 keras logo logo-detection trasfer-learning

Last synced: 3 months ago
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Incremental Learning using MobileNetV2 of Logo Dataset

• Host: GitHub
• URL: https://github.com/ambidextrous9/brand-logo-classification-using-transferlearning-flickr27
• Owner: ambideXtrous9
• License: mit
• Created: 2020-12-19T13:21:07.000Z (about 4 years ago)
• Default Branch: main
• Last Pushed: 2024-08-13T11:03:51.000Z (6 months ago)
• Last Synced: 2024-08-13T22:01:56.298Z (6 months ago)
• Topics: brand-logo-detection, colab-notebook, deep-learning, flickr, flickr-logo, flickr27, inceptionv3, keras, logo, logo-detection, trasfer-learning
• Language: Jupyter Notebook
• Homepage:
• Size: 21.7 MB
• Stars: 4
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
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# TransferLearning

# Flickr-27 Logo Dataset

http://image.ntua.gr/iva/datasets/flickr_logos/flickr_logos_27_dataset.tar.gz

# 2. MobileNetV2 | Optimizer-SGD

![image](https://user-images.githubusercontent.com/31372586/126048971-c266203a-9afb-43bc-99bd-522580dd5668.png)

![image](https://user-images.githubusercontent.com/31372586/126048976-00ae3fb1-e916-47b1-83a4-416dd2097f7a.png)

# 3.InceptionV3 | Optimizer-SGD

![image](https://user-images.githubusercontent.com/31372586/126049064-26cec1bc-799e-4e42-aef2-accf718e661a.png)

![image](https://user-images.githubusercontent.com/31372586/126049066-a529baf1-ad4d-4311-a5ff-1f8d27efb571.png)

# 4. Xception | Optimizer-SGD

![image](https://user-images.githubusercontent.com/31372586/126415012-eef9fdee-33b5-4934-84fc-5323b4fa532a.png)

![image](https://user-images.githubusercontent.com/31372586/126415025-7e88cb31-8631-4d08-8929-764c79f1e3e7.png)

# Confusion Matrix on Test Set:

![image](https://user-images.githubusercontent.com/31372586/126141203-a81a6418-199f-4028-b0a0-c8ce2f0a2aba.png)

# Some Prediction Results:

![image](https://user-images.githubusercontent.com/31372586/126104365-55b85741-f882-420d-a44c-f255cf8465da.png)

![image](https://user-images.githubusercontent.com/31372586/126104418-a347d42e-0742-4564-a61a-4e66ede24a2f.png)

![image](https://user-images.githubusercontent.com/31372586/126104455-85832b62-93f3-4307-b704-6786f51cb8a2.png)

![image](https://user-images.githubusercontent.com/31372586/126104468-398a2cf3-fdb5-45e0-82d1-37aa62e607ac.png)

![image](https://user-images.githubusercontent.com/31372586/126104480-a1824f63-adad-4a63-a5f0-7cc6d196276e.png)

![image](https://user-images.githubusercontent.com/31372586/126104488-66669914-1320-4c56-8ba8-9fdf69fbe0d5.png)

![image](https://user-images.githubusercontent.com/31372586/126104501-9707d437-7d49-4b91-a8ab-169538836bf3.png)

![image](https://user-images.githubusercontent.com/31372586/126104593-706b9c48-5eec-4120-8941-698e834392d7.png)

![image](https://user-images.githubusercontent.com/31372586/126138394-644d6aca-0d15-46ea-a7cc-adefd7cc042d.png)

![image](https://user-images.githubusercontent.com/31372586/126138457-db7f7b20-6e03-48f2-8529-0dcd549b7a55.png)

![image](https://user-images.githubusercontent.com/31372586/126138856-45cc0c92-f10f-46cc-b0b2-c1a8e3e1687d.png)

 # Some Mispredictions !

 ![image](https://user-images.githubusercontent.com/31372586/126104747-29a399c4-dc5a-4b06-a477-b3f8110f7857.png)

![image](https://user-images.githubusercontent.com/31372586/126104755-bcc4ca14-e0b0-46fb-95f5-569c7e8888c7.png)