Benchmarks

Compare complete RGB JPEG-to-CUDA input pipelines by throughput and peak GPU memory. The website follows the selected completed run published by the benchmark repository.

Read the paper and methodology or inspect the benchmark source.

Available Benchmarks

• Image Benchmarks - RGB throughput, GPU memory, and the measurement protocol

• Albumentations vs PIL/Pillow - Comparison guide from the docs library

• AlbumentationsX vs PIL (RGB table) - Interactive RGB throughput table and migration snippets

• Albumentations vs Torchvision - Comparison guide from the docs library

• AlbumentationsX vs Torchvision (tables) - RGB CPU/GPU pipeline measurements and migration snippets

• Albumentations vs Kornia - Comparison guide from the docs library

• AlbumentationsX vs Kornia (tables) - RGB CPU/GPU pipeline measurements and migration snippets

• AlbumentationsX vs DALI - RGB CPU and DALI GPU input pipeline measurements