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