
RF-DETR-N, 384 px input, confidence ≥ 0.5, sandbox CPU, run 2026-09-19 — an actual inference on this photograph. the same checkpoint, calibrated per domain, is what a pack ships.
Every pack races the Apache-2.0 architectures on a real dataset for that domain, calibrates the winner, and ships with the numbers attached. $149 once, updates free forever.
live
detr-r50-fp32
F1 0.663
stock F1 0.597 — delta +0.066
COCO val2017 vehicle subset (250 images, 971 boxes), 800 px letterbox, 1-core x86, run 2026-09-28
$149 once
Try it outlive
detr-r50-fp32
F1 0.768
stock F1 0.666 — delta +0.103
COCO val2017 person subset (250 images, 926 boxes), 800 px letterbox, 1-core x86, run 2026-09-28
$149 once
Try it outlive
detr-r50-fp32
F1 0.782
stock F1 0.708 — delta +0.074
COCO val2017 sheep subset (65 images, 354 boxes), 800 px letterbox, 1-core x86, run 2026-09-30
$149 once
Try it outlive
detr-r50-fp32
F1 0.604
stock F1 0.479 — delta +0.124
COCO val2017 birds subset (125 images, 427 boxes), 800 px letterbox, 1-core x86, run 2026-10-01
$149 once
Try it outqueued — measuring
RF-DETR
no number until the race is run. when it ships, this tile carries the same leaderboard, calibration report and held-out delta as the live pack.
$149 once
joins the queue first — no pre-order
queued — measuring
RF-DETR
no number until the race is run. when it ships, this tile carries the same leaderboard, calibration report and held-out delta as the live pack.
$149 once
joins the queue first — no pre-order
queued — measuring
RF-DETR
no number until the race is run. when it ships, this tile carries the same leaderboard, calibration report and held-out delta as the live pack.
$149 once
joins the queue first — no pre-order