Image Processing

• Augmentation Gallery
• BrightnessContrast Example
  • Brighness and Contrast Adjustment
  • Step-by-Step Guide
• CLAHE Tutorial with NVIDIA DALI
• Introduction to CLAHE
  • Using Real Medical Imaging Data
  • Required Imports
  • Parameter Comparison Function
  • Running the CLAHE Pipeline
  • Parameter Comparison Experiment
  • Practical Applications & Next Steps
  • DALI CLAHE vs OpenCV CLAHE on Medical Imaging (Knee MRI)
  • Batch Processing MRI Slices with DALI Numpy Reader
  • CLAHE on Color Images: WebP Example
• Color Space Conversion
  • Defining the Pipeline
  • Building and Running the Pipeline
  • Visualizing the Results
• Image Decoder examples
  • Common code
  • Image Decoder (CPU)
  • Image Decoder (CPU) with Random Cropping Window Size and Anchor
  • Image Decoder with Fixed Cropping Window Size and External Anchor
  • Image Decoder (CPU) with External Window Size and Anchor
  • Image Decoder (Hybrid)
  • Image Decoder (Hybrid) with Random Cropping Window Size and Anchor
  • Image Decoder (Hybrid) with Fixed Cropping Window Size and External Anchor
  • Image Decoder (Hybrid) with External Window Size and Anchor
• HSV Example
  • Introduction
  • Step-by-Step Guide
• Using HSV to implement RandomGrayscale operation
• Interpolation methods
  • Downscaling
  • Upscaling
• Resize operator
  • Output Size Parameters
  • Scaling Modes
  • Region of Interest (RoI) Processing
  • Fused Flip
  • Input and Output Types
  • Internal Conversion to float
  • Subpixel Scale
• WarpAffine
  • Introduction
  • Usage Example
  • Example Output
• 3D Transforms
  • Warp Operators
  • Usage Example
  • Example Output