Update README.md

README.md

@@ -4,12 +4,12 @@ Galeio is a company specializing in developing custom foundation models for scie
 
 ## 🛰️ Our Models
 
-### The Nereus Family 🌊
-Named after the ancient Greek god of the sea, our Nereus models are specialized in ocean observation.
+### The OceanSAR Family 🌊
+Our OceanSAR models are specialized in ocean observation.
 The models were developed in collaboration with world-leading SAR experts from [Ifremer](https://en.ifremer.fr/).
 
 #### Current Models
-- **nereus-sar-1**: Our super lightweight foundation model
+- **OceanSAR-1**: Our super lightweight foundation model
   - Trained on 10 years of Sentinel-1 Wave Mode data
   - State-of-the-art performance on ocean analysis tasks
   - Available architectures:
@@ -23,10 +23,10 @@ The models were developed in collaboration with world-leading SAR experts from [
     - Geophysical phenomena classification
     - Many others (benchmarks coming soon)
 
-### Nereus Family
-The Nereus model family is dedicated to ocean observation and analysis using SAR imagery.
+### OceanSAR Family
+The OceanSAR model family is dedicated to ocean observation and analysis using SAR imagery.
 
-- **nereus-sar-1**: Our first foundation model trained on Sentinel-1 Wave Mode data:
+- **OceanSAR-1**: Our first foundation model trained on Sentinel-1 Wave Mode data:
   - Specialized for ocean SAR imagery analysis
   - Trained using dynamic dataset pruning for optimal performance
   - Available in multiple architectures (ResNet50, ViT variants)