Skip to content

YunghuiHsu/Moth_Project

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

307 Commits
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Moth_Project

For Moth Project backup in BRCAS Laboratory for Ecology and Sociobiology Studies(ESS) Lab

  • Using fine-tuned object detection model (YOLOv4) for Lepidoptera to frame the exact location of specimen images

  • Obtain background removal images of Lepidoptera specimens (Moth_thermal/remove_bg/)

    • Obtain a small number of rough images of the background removal images using "Unsupervised Image Segmentation by Backpropagation" model
    • Supervised training of the model (UNet) from scratch, incremental increase, and accurate background removal images
  • Variational Sparse Coding (VSC) in Latent space based on variational autoencoders (VAEs) is used to improve feature interpretability for subsequent analysis of deep features(Moth_thermal/vsc/)

About

The relationship between temperature range and functional variation of Lepidoptera at different latitudes and altitudes was investigated.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors