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scorevision: push artifact

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- # ScoreVision SN44 Unified Miner
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- Dual-model approach: vehicle (YOLO11s) + person (YOLO11s).
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- Runs both models on every image and merges all detections.
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- ## Classes
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- - cls_id 0: bus (vehicle eval) / person (person eval)
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- - cls_id 1: car
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- - cls_id 2: truck
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- - cls_id 3: motorcycle
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: cc-by-4.0
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+ tags:
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+ - element_type:detect
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+ - model:yolov11-small
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+ - object:numberplate
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+ - subnet:sn44
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+ - element:manak0/Detect-number-plates-1-0
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+ manako:
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+ element_id: manak0/Detect-number-plates-1-0
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+ description: License plate / number plate detector for SN44 element manak0/Detect-number-plates-1-0
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+ source: meaculpitt/ScoreVision
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+ prompt_hints: null
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+ input_payload:
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+ - name: frame
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+ type: image
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+ description: RGB frame (validator native resolution 1408x768)
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+ output_payload:
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+ - name: detections
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+ type: detections
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+ description: List of license plate bounding boxes (single class "numberplate", absolute pixel xyxy)
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+ evaluation_score: null
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+ last_benchmark: null
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+ ---
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+ # meaculpitt/ScoreVision-Numberplate
 
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+ Single-element chute for the SN44 element
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+ **`manak0/Detect-number-plates-1-0`** (activates 2026-04-12T12:02 UTC).
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+
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+ - Architecture: YOLO11s exported to ONNX (≤30 MB hard cap)
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+ - Input: 1408×768 RGB frames (the validator's native resolution)
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+ - Output: bounding boxes around license plates (single class
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+ `numberplate`, absolute-pixel xyxy coordinates)
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+ - Inference: ONNX Runtime CUDA EP, Gaussian Soft-NMS (sigma=0.5)
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+ for plate-dense scenes
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+ - Latency target: p95 ≤ 50 ms end-to-end
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+
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+ Trained on a 344k-image combined corpus of:
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+ - Roboflow license-plate-recognition-rxg4e v4
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+ - Roboflow vehicle-registration-plates-trudk v2
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+ - Roboflow car-license-fj1kd v4
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+ - helpme-8ixem/anpr-iuzao (real CCTV ANPR footage)
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+ - CCPD2019 (Chinese City Parking Dataset, ~200k overhead surveillance frames)
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+
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+ ## Sibling repos in this org
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+
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+ - [`meaculpitt/ScoreVision-Vehicle`](https://huggingface.co/meaculpitt/ScoreVision-Vehicle) — vehicle (manak0/Detect-detect-vehicle), served by the `insect` chute
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+ - [`meaculpitt/ScoreVision-Petrol`](https://huggingface.co/meaculpitt/ScoreVision-Petrol) — petrol station components
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+
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+ This repo (`ScoreVision-Numberplate`) is intentionally a separate
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+ single-element submission deployed under its own chute slug, not part
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+ of the unified `insect` chute.