petrol-v8 β€” the absolute solution

Single 22.7 MB ONNX (havengo's proven-best weights), but layered with the maximum-information preprocessing + TTA pipeline:

  • CLAHE on the L-channel (rescues low-contrast / dusk frames)
  • Mean-color letterbox padding (vs grey 114) β€” fewer edge false positives
  • 4-pass TTA: 2 scales (1280, 1408) Γ— {original, h-flip}
  • WBF fusion across all 4 outputs (no agreement gate β€” keeps singletons)
  • Class-aware confidence thresholds (pumps lower, canopy higher)
  • Geometric sanity filter (drops 0px or full-image junk)

Designed under the constraint that the honest local benchmark proved filtering moves (agreement gates, conf thresholds post-WBF) HURT scores. v8 only adds techniques that contribute information.

Repo size: 22.7 MB. Expected p95 latency: ~6 s (under 10 s gate).

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
This model isn't deployed by any Inference Provider. πŸ™‹ Ask for provider support