RGB Input Pipelines: Throughput, GPU Memory, and Transformation Coverage

Vladimir Iglovikov

An image-augmentation pipeline must deliver a complete batch before a model can use it. We compare seven input paths from five libraries, starting with RGB JPEG files and ending wi…