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fruit-kiwi-mandarin-pests-and-diseases-discriminator's Introduction

Fruit-kiwi-mandarin-pests-and-diseases-discriminator

Fruit(kiwi, mandarin) pests and diseases discriminator.

Abstract

키위와 귤의 병충해를 판별하여 정상 과일들을 파악한다.

Feature

  1. SE block으로 classification layer에서의 normalisation을 통해 성능을 높였다.
  2. EfficentNet으로 ResNet보다 적은 비용으로 성능을 끌어냈다.
  3. Preprocessing으로 data augmentation을 진행하여 성능을 향상시켰다.

Summary

  1. Fine tuning하는 과정에서 Learning rate를 더 작게하면 지금보다 성능이 더 높아질 수 있다.
  2. Supervised learning으로 이번 프로젝트는 진행하였지만 unsupervised learning을 통한 classification models들을 통해 성능을 높일 수 있을 것으로 보인다.

fruit-kiwi-mandarin-pests-and-diseases-discriminator's People

Contributors

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