Examples

This section provides practical examples of using PyNAS for different applications and scenarios.

• Vessel Detection Example
  • Overview
  • Dataset Setup
  • Population Configuration
  • Architecture Search Process
  • Results Analysis
  • Model Validation
  • Deployment Preparation
  • Performance Comparison
  • Key Findings
  • Next Steps
• Remote Sensing Applications
  • Overview
  • Satellite Image Classification
  • Hyperspectral Image Analysis
  • SAR Image Processing
  • Complete Remote Sensing Example
  • Data Preprocessing Utilities
  • Performance Optimization for Large Images
• Edge Optimization
  • Overview
  • Setting Up Edge-Optimized Evolution
  • Mobile-Optimized Architecture Search
  • Quantization and Pruning Integration
  • Performance Profiling and Analysis
  • Complete Edge Optimization Example
  • Expected Output
  • Key Takeaways
• Custom Blocks
  • Overview
  • Creating Custom Convolution Blocks
  • Attention Mechanism Blocks
  • Domain-Specific Blocks
  • Integrating Custom Blocks into PyNAS
  • Evolution with Custom Blocks
  • Complete Custom Block Example
  • Expected Output
  • Best Practices for Custom Blocks

Vessel Detection

Learn how to use PyNAS for ship detection in SAR imagery.

Vessel Detection Example

Remote Sensing Applications

Apply PyNAS to various remote sensing tasks including land cover classification and change detection.

Remote Sensing Applications

Edge Device Optimization

Optimize neural architectures for deployment on resource-constrained edge devices.

Edge Optimization

Custom Architecture Blocks

Create and integrate custom building blocks into the PyNAS framework.

Custom Blocks