Redis

Requirements

Requires the image-dataset-converter-redis library.

Plugins

The following plugins can be used for generating domain specific predictions:

• redis-predict-dp - generate predictions using a depth estimation model, e.g., like these ones
• redis-predict-ic - classify images, e.g., using MMClassification or PaddleClas
• redis-predict-is - perform image segmentation, e.g., using MMSegmentation or PaddleSeg
• redis-predict-od - for applying object detection and instance segmentation, e.g., MMDetection, PaddleDetection, various YOLO variants (Yolov5, Yolov7, Yolov10) or Detectron2

Practical examples

The following articles describe how image-dataset-converter and Docker images can be integrated into pipelines for processing data:

• Depth estimation in videos
• Object detection in videos