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  """
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- NAM-ADS-v1 YOLOv8 Classification Model - Custom Inference Script
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-
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- This script provides model-specific inference code for the Namibian Desert
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- species classifier (30 classes). It follows the AddaxAI-WebUI interface contract
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- for custom classification models.
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-
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- Model: Namibian Desert v1 (namib_desert_v1.pt)
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- Framework: YOLOv8 (Ultralytics)
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- Classes: 30 species from Skeleton Coast National Park, Namibia
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- Training data: 850,000+ images
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-
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- Original source: streamlit-AddaxAI/classification/model_types/addax-yolov8/classify_detections.py
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- Adapted by: Claude Code on 2026-01-11
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- Updated: 2026-01-13 - Migrated to class-based interface
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  """
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  from __future__ import annotations
 
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  """
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+ Author: Peter van Lunteren
 
 
 
 
 
 
 
 
 
 
 
 
 
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  """
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  from __future__ import annotations