competitors/libreface_speed.json

{
  "tool": "libreface",
  "fixture": "single_face.mp4 (72 frames)",
  "metric": "end-to-end fps (MediaPipe align + AU model)",
  "note": "GPU barely helps: CPU MediaPipe alignment is the bottleneck. Cannot run on Blackwell (sm_120) or (untested) M5.",
  "fps": {
    "cpu_batch1": 2.7, "cpu_batch16": 3.9,
    "rtx3090_batch1": 3.8, "rtx3090_batch16": 4.5
  }
}