VLMbench Performance — leaderboard

Vision-language model throughput benchmark reporting peak tokens/sec, TTFT, TPOT, and worker count on an RTX PRO 6000 Blackwell vLLM setup.

Source: huggingface.co.

Interactive version: theaggregate.ai/benchmark?slug=vlmbench-performance · How the rankings work · Data refreshed daily, snapshot 2026-07-22.