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FishFinder

Introduction

A project that tries to yield good classification results with little data available using a pipeline of different models to improve.

Objective: For 65 classes with 50 images, try to make the best possible predictor, using MoE like model structure, data augmentation, background removal and other tools

This project is a continuation on an attempt three years ago to make a Pokemon-like game, based on sweet water fish from West Europe. The final metrics are the

  • Highest Probability Prediction
  • Top 5 Probability Prediction

Results

The results of the different models used and their impact on the predictive power is explained below. Current implementation includes:

  • SAM Model background removal
  • Tree-like RESNET-50 structure
  • Data Augmentation for increased data

Highest Score:

Other Results

Model Description 1 Score 5 Score
Vanilla Model
1 Model + SAM
1 Model + SAM + DA
Model Tree + SAM + DA

Contributors

Current Project is maintained by Ian Ronk, available on [email protected]

fishfinder's People

Contributors

werdert45 avatar

Stargazers

Gianfranco Salocchi avatar

Watchers

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