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planet-amazon-satellite-classifier
Nick5577/planet-amazon-satellite-classifier
planet-amazon-satellite-classifier is a machine learning model from Nick5577. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
Multi-label classification of remote sensing satellite images over the Amazon rainforest using MobileNetV2 (Baseline) and EfficientNetV2-S (Proposed Novel Architecture).
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Updated Aug 6, 2026
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At a glance
- License
- mit
- Access
- Public
- Created
- Aug 6, 2026
- Updated
- Aug 6, 2026
- SHA
- 823bd07e
Model card
From the Hugging Face model README
🛰️ Planet Amazon Satellite Scene Multi-Label Classifier
Multi-label classification of remote sensing satellite images over the Amazon rainforest using MobileNetV2 (Baseline) and EfficientNetV2-S (Proposed Novel Architecture).
📊 Performance Benchmarks
- Dataset: Planet Amazon (40,479 images, 17 classes)
- Macro Recall: 98.72% (EfficientNetV2-S)
- Official Kaggle Public Score: 0.60475
- Official Kaggle Private Score: 0.59929 (Zero Overfitting, Δ = 0.0054)
🏗️ Architecture Innovations
- Backbone:
EfficientNetV2-Swith Fused-MBConv layers - Loss: Label Smoothing Binary Cross-Entropy (ε = 0.05)
- Schedule: Cosine Annealing Learning Rate
- Activation: GELU non-linearities in 2-stage classification head
- License
- mit
- Created
- Aug 6, 2026
- Updated
- Aug 6, 2026