ModelListedExternal

Smart Parking Weights

Trained model weights for parking slot detection comparing five architectures on the Smart Parking UPeU v4 dataset (Juliaca, Peru).

Sourcehuggingface.co/GaryFer/smart-parking-weights/tree/db436d45379d62987f6a2ff552eb529c4251b203

KindOtherVersionRevision db436d4

Model source

Kind: Other
File size: 18.1–251 MB
Version: vRevision db436d4
Updated: Sep 16, 2026
Downloads: 238
Tasks: Object detection
Source: Hugging Face

Source description

Smart Parking UPeU — Model Weights

Trained model weights for parking slot detection comparing five architectures on the Smart Parking UPeU v4 dataset (Juliaca, Peru).

Models included

YOLOv8s
YOLOv11s
YOLOv12s
RT-DETR-L
Faster R-CNN (ResNet-50 FPN)

Dataset

3 classes: libre, ocupado, no_disponible
3,072 training images / 293 validation / 146 test

Results (mAP@0.5, mean ± SD, 10 runs)

Model	mAP@0.5	FPS
YOLOv8s	0.9948 ± 0.0002	205.5 ± 6.4
YOLOv11s	0.9947 ± 0.0001	161.2 ± 5.7
YOLOv12s	0.9946 ± ?	94.2 ± 26.9
RT-DETR-L	0.9946 ± 0.0002	41.1 ± 0.6
Faster R-CNN	0.9925 ± 0.0003	26.9 ± 0.9

Citation

@article{yunganina2026smartparking,
  title={Smart Parking Detection...},
  author={Yunganina Mamani, Gary Fernando},
  year={2026}
}

Sources

1 source

Hugging FacePrimaryVersion db436d45379d62987f6a2ff552eb529c4251b203

huggingface.co/GaryFer/smart-parking-weights/tree/db436d45379d62987f6a2ff552eb529c4251b203

Verified Sep 16

Model artifacts

64 artifacts

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Source excerpts

2 excerpts

ReadmeSep 16huggingface.co/GaryFer/smart-parking-weights

--- license: apache-2.0 pipeline_tag: object-detection datasets: - GaryFer/smart-parking-upeu-v4 language: - es metrics: - map tags: - object-detection - parking - yolov8 - yolov11 - yolov12 - rtdetr - faster-rcnn - ultralytics --- # Smart Parking UPeU — Model Weights Trained model weights for parking slot detection comparing five architectures on the Smart Parking UPeU v4 dataset (Juliaca, Peru). ## Models included - YOLOv8s - YOLOv11s - YOLOv12s - RT-DETR-L - Faster R-CNN (ResNet-50 FPN) ## Dataset 3 classes: `libre`, `ocupado`, `no_disponible` 3,072 training images / 293 validation / 146 test ## Results (mAP@0.5, mean ± SD, 10 runs) | Model | mAP@0.5 | FPS | |-------|---------|-----| | YOLOv8s | 0.9948 ± 0.0002 | 205.5 ± 6.4 | | YOLOv11s | 0.9947 ± 0.0001 | 161.2 ± 5.7 | | YOLOv12s | 0.9946 ± ? | 94.2 ± 26.9 | | RT-DETR-L | 0.9946 ± 0.0002 | 41.1 ± 0.6 | | Faster R-CNN | 0.9925 ± 0.0003 | 26.9 ± 0.9 | ## Citation ``` @article{yunganina2026smartparking, title={Smart Parking Detection...}, author={Yunganina Mamani, Gary Fernando}, year={2026} } ```

NoteSep 16huggingface.co/GaryFer/smart-parking-weights

Source context: 238 downloads · 0 likes · Pipeline object-detection · Library ultralytics · Repo GaryFer/smart-parking-weights