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  """
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- Peter van Lunteren, January 2026
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  """
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  from __future__ import annotations
 
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  """
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+ Inference script for GIF-JAP-v0-2 (Gifu Wildlife Classifier - Central Japan)
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+
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+ This model classifies 13 species found in the Kuraiyama Experimental Forest (KEF) of
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+ Gifu University. Trained on ~23,000 camera trap images to support efficient monitoring
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+ of key wildlife species in central Japan (sika deer, wild boar, Asian black bear, Japanese serow).
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+
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+ Model: Gifu Wildlife v0.2
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+ Input: 224x224 RGB images
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+ Framework: PyTorch (ResNet50 with ImageNet initialization)
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+ Classes: 13 Japanese species and taxonomic groups
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+ Developer: Gifu University (Masaki Ando)
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+ Citation: https://jglobal.jst.go.jp/en/detail?JGLOBAL_ID=201902236803626745
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+ License: MIT
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+ Info: https://github.com/gifu-wildlife/TrainingMdetClassifire
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+
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+ Note: Prototype model trained on limited and imbalanced data from KEF region.
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+ Author: Peter van Lunteren
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+ Created: 2026-01-14
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  """
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  from __future__ import annotations