Z-dataworks · Petrol Gauntlet · Live scoring arena

An arena for petrol-station vision models — scored against real miner-verified ground truth.

Submit a Hugging Face repo. We clone it onto a GPU, run it across the live petrol-station challenge set, and score every frame against ground truth reconstructed from the public TurboVision shard stream. No synthetic benchmarks, no private holdouts.

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Live ground-truth feed

Mining the truth from miners

We continuously poll turbo.scoredata.me/manako/index.json, find shards where a miner scored map50=1.0 AND false_positive=1.0, and promote their bboxes as canonical GT.

live sync 4 classes

Challenges

268

Hard GT

115

Submissions

Competitors

classes:
  0 → petrol hose
  1 → petrol pump
  2 → price board
  3 → roof canopy
pillars:
  map50         · 0.65
  false_positive · 0.35

Live challenges

Every petrol-station image ever served to a TurboVision validator, indexed and grouped by GT confidence tier. Filter by tier, preview GT overlays.

One-click submission

Point at a Hugging Face repo. We clone, install, and run your Miner class against the challenge set. Same contract as TurboVision miners.

GPU fleet

Admins register GPU machines via SSH. Jobs are fan-out onto free slots. Real-time nvidia-smi telemetry on a dedicated live board.

Transparent scoring

Per-frame IoU matching against GT. Pillar-weighted composite. Every run stores predictions you can download and inspect.