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Honey Bee Pollen Detection

SOCIAL SUMMER OF CODE-2023 /abhisheks008/DL-Simplified#346

Full name : Harsh Raj

GitHub Profile Link : https://github.com/RAJharsh02

Email ID : harshraj2828@gmail.com

What is your participant role? SSOC23

Approach for this Project:The project aimed to predict wether a honey bee image contains pollen or not using dl models. To detect pollen in honeybee images, the approach involves collecting and preprocessing a diverse dataset. Utilizing a pre-trained deep learning model like VGG16 or DenseNet, adapt the classification head for binary detection. Trained the model with fine-tuned hyperparameters and validate its performance on a separate dataset. Post-processing involves setting a threshold for binary predictions.

Models:

carbon (9)

carbon (8)

carbon (7)

Accuracy score of different model:

Comparison Graph

IMG_20230722_015404

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Pollen Detection in Honeybee images using DL models

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