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CIS519 Final Project

File Description

/Notebook/data_prep/generate_train_subsamples.ipynb: extract a subset from the dataset for training

/Notebook/CNN_Regressor.ipynb :the implementation of CNN regression model

/Notebook/Ensemble.ipynb : the implementatio of a linear regression model to combine inference results from CNN regressor and MegaDetector

/Notebook/MAE_Benchmarks.ipynb : implementation to get MegaDetector training results

/Notebook/Train_Predictor.ipynb : perform inference with CNN-regressor and MegaDetector

/Notebook/paper_implementation.ipynb : the implementation of the animal count methods mentioned in paper

/submissions: the folder contains the csv files submmited to Kaggle

How to use our code

For .ipynb files, you could either run them in the google colab or jupter nodebook with the correct folder layout.

Links to our dataset and models

google drive dataset

trained model

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