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multi-temporal

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Pixel Temporal-spectral Fingerprint Adaptive Iterative Matching Classification (PFAIMC): a lightweight, training-free, fully interpretable bit-level Hamming matching method for multi-temporal multispectral land-cover mapping. FastAPI web platform.

  • Updated Oct 16, 2026
  • Python
ML-Based-LULC-Mapping-with-AEF-Embeddings-and-Sentinel-2-Multitemporal-Features

Comparative evaluation of AlphaEarth Foundation (AEF) embeddings vs. multitemporal Sentinel-2 features for 11-class LULC mapping in Sakarya, Türkiye. Focuses on hazelnut orchard delineation using RF, XGBoost, LightGBM, LinearSVC, and Decision Tree classifiers with SHAP explainability. Best result: 95.79% OA (AEF + LightGBM).

  • Updated Sep 19, 2026
  • Python

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