scorevision: push artifact

README.md

@@ -1,67 +1,3 @@
----
-license: mit
-tags:
-- turbovision
-- bittensor
-- subnet-44
-- object-detection
-- yolov11
-- petrol-station
----
+# ScoreVision open-source miner
 
-# Turbovision Petrol Station Detection Miner
-
-YOLOv11s ONNX FP16 model with built-in NMS, fine-tuned on SAM3 pseudo-ground-truth
-for petrol-station object detection on Bittensor Subnet 44 (TurboVision).
-Uses horizontal-flip TTA with per-class hard NMS merge for higher recall.
-
-## Classes
-
-| cls_id | label |
-|---|---|
-| 0 | petrol hose |
-| 1 | petrol pump |
-| 2 | price board |
-| 3 | roof canopy |
-
-## Model details
-
-- Base: `yolo11s.pt` (Ultralytics) fine-tuned on 243 petrol challenge images
-  labelled by SAM3 at `output_prob_thresh=0.5` (matching the validator's pseudo-GT
-  pipeline).
-- Export: ONNX opset 13, FP16, NMS baked in, static imgsz=1280.
-- Size: 18.4 MB (<30 MB limit).
-- Inference: horizontal-flip TTA with per-class hard NMS merge (iou=0.45).
-- Per-class confidence thresholds (tuned by greedy grid search on 100 fresh
-  challenges vs real SAM3 pseudo-GT):
-  - petrol hose: 0.43
-  - petrol pump: 0.63
-  - price board: 0.37
-  - roof canopy: 0.41
-- Latency p95 on RTX 4090: ~2.1 s for a 30-frame batch (~70 ms/frame with TTA).
-
-## Target element
-
-`manak0/Detect-petrol-station-1-0`
-
-## Real-validator-simulated evaluation (100 fresh challenges, SAM3 GT @ 0.5)
-
-Scoring follows the validator's exact `_evaluate_detection_metrics_at_threshold`
-pipeline: global TP/FP aggregation across classes and images, IoU=0.5 matching,
-`false_positive = max(0, 1 - FPs_per_image / 10)`, composite = 0.65·mAP50 + 0.35·FP.
-
-| miner                                | n   | our_comp | live_comp | mAP50 | FP |
-|---|---:|---:|---:|---:|---:|
-| **ours (yolo11s SAM3 v1, per-class conf)** | 100 | **0.7401** | — | 0.6512 | 0.906 |
-| aitask1024 / Detect-petrol-stati      |  83 | 0.4543 | 0.5408 | 0.34 | ~0.66 |
-| SuperBitDev / petrol2                 |  47 | 0.4459 | 0.5578 | 0.33 | ~0.65 |
-| tensorminer / ScoreVision-22          |  23 | 0.4287 | 0.5338 | 0.29 | ~0.64 |
-| SuperBitDev / petrol1                 |  27 | 0.4097 | 0.4801 | 0.30 | ~0.62 |
-
-Per-class AP (ours, per-class conf): hose=0.60, pump=0.71, price board=0.60, roof canopy=0.69.
-
-## Tiebreak notes
-
-- Validator uses `winner-take-all` per element.
-- Tiebreak among similarly-scoring miners favours the earliest `last_commit_block`,
-  so commit once (when the model is finalised) and leave it in place.
+TurboVision open-source miner wrapper.