Tutorials

• Data Loading
  • Data loading: LMDB database
  • Data loading: MXNet recordIO
  • Data loading: TensorFlow TFRecord
  • ExternalSource operator
  • COCO Reader
  • Simple Video pipeline reading from multiple files
• Serialization
  • Overview
  • Serialization
• COCO Reader with augmentations
• Augmentation Gallery
• Color Space Conversion
  • Defining the pipeline
  • Building and running the pipeline
  • Visualizing the results
• Host Decoder examples
  • Common code
  • Host decoder
  • Host Decoder with random cropping window size and anchor
  • Host Decoder with fixed cropping window size and external anchor
  • Host Decoder with external window size and anchor
• nvJPEG decoder
  • nvJPEG Decoder with random cropping window size and anchor
  • nvJPEG Decoder with fixed cropping window size and external anchor
  • nvJPEG Decoder with external window size and anchor
• Example VideoReader usage: Video Super-Resolution
  • Dataloaders
  • Data loader performance
  • Requirements
  • FlowNet2-SD implementation and pre-trained model
  • Data
  • Training
  • Results on Myanmar validation set
  • Reference
• Create a custom operator
  • Operator definition
  • CPU operator implementation
  • GPU operator implementation
  • Building the plugin
  • Importing the plugin