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---
pipeline_tag: object-detection
library_name: dghs-realutils
datasets:
- HuggingFaceM4/COCO
language:
- en
metrics:
- precision
- recall
tags:
- onnx
- dghs-imgutils
- dghs-realutils
---
Official pretrained models from [ultralytics](https://github.com/ultralytics/ultralytics).
Use this with `dghs-realutils`
```shell
pip install dghs-realutils
```
```python
from realutils.detect import detect_by_yolo
print(detect_by_yolo('yolo/unsplash_aJafJ0sLo6o.jpg'))
# [((450, 317, 567, 599), 'person', 0.9004617929458618)]
print(detect_by_yolo('yolo/unsplash_n4qQGOBgI7U.jpg'))
# [((73, 101, 365, 409), 'vase', 0.9098997116088867), ((441, 215, 659, 428), 'vase', 0.622944176197052), ((5, 1, 428, 377), 'potted plant', 0.5178268551826477)]
print(detect_by_yolo('yolo/unsplash_vUNQaTtZeOo.jpg'))
# [((381, 103, 676, 448), 'bird', 0.9061452150344849)]
print(detect_by_yolo('yolo/unsplash_YZOqXWF_9pk.jpg'))
# [((315, 100, 690, 532), 'horse', 0.9453459978103638), ((198, 181, 291, 256), 'horse', 0.917123556137085), ((145, 173, 180, 249), 'horse', 0.7972317337989807), ((660, 138, 701, 170), 'horse', 0.4843617379665375)]
```
For more information, see [documentation of realutils](https://dghs-realutils.deepghs.org/main/api_doc/detect/yolo.html).
## Models Available
| Model | Type | FLOPS | Params | Labels | precision(B) | recall(B) | mAP50(B) | mAP50-95(B) |
|:--------:|:------:|:-------:|:--------:|:--------------------------------------------------------------------------------------------------------------------------------------------------:|:--------------:|:-----------:|:----------:|:-------------:|
| rtdetr-x | rtdetr | 233G | 67.5M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/rtdetr-x/labels.json) | N/A | N/A | N/A | N/A |
| rtdetr-l | rtdetr | 108G | 33M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/rtdetr-l/labels.json) | N/A | N/A | N/A | N/A |
| yolo11x | yolo | 196G | 57M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolo11x/labels.json) | 0.738 | 0.658 | 0.716 | 0.546 |
| yolo11l | yolo | 87.6G | 25.4M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolo11l/labels.json) | 0.747 | 0.635 | 0.702 | 0.533 |
| yolo11m | yolo | 68.5G | 20.1M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolo11m/labels.json) | 0.738 | 0.617 | 0.684 | 0.514 |
| yolo11s | yolo | 21.7G | 9.46M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolo11s/labels.json) | 0.706 | 0.575 | 0.638 | 0.469 |
| yolo11n | yolo | 6.61G | 2.62M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolo11n/labels.json) | 0.656 | 0.502 | 0.551 | 0.394 |
| yolov10x | yolo | 172G | 31.8M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov10x/labels.json) | N/A | N/A | N/A | N/A |
| yolov10l | yolo | 128G | 25.9M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov10l/labels.json) | N/A | N/A | N/A | N/A |
| yolov10b | yolo | 99.4G | 20.6M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov10b/labels.json) | N/A | N/A | N/A | N/A |
| yolov10m | yolo | 64.5G | 16.6M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov10m/labels.json) | N/A | N/A | N/A | N/A |
| yolov10s | yolo | 25.1G | 8.13M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov10s/labels.json) | N/A | N/A | N/A | N/A |
| yolov10n | yolo | 8.74G | 2.78M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov10n/labels.json) | N/A | N/A | N/A | N/A |
| yolov9e | yolo | 193G | 58.2M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov9e/labels.json) | 0.75 | 0.66 | 0.718 | 0.551 |
| yolov9c | yolo | 104G | 25.6M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov9c/labels.json) | 0.732 | 0.632 | 0.694 | 0.527 |
| yolov9m | yolo | 77.9G | 20.2M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov9m/labels.json) | 0.725 | 0.62 | 0.68 | 0.513 |
| yolov9s | yolo | 27.6G | 7.32M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov9s/labels.json) | 0.7 | 0.567 | 0.624 | 0.463 |
| yolov9t | yolo | 8.48G | 2.13M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov9t/labels.json) | 0.616 | 0.484 | 0.524 | 0.378 |
| yolov8x | yolo | 259G | 68.2M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov8x/labels.json) | N/A | N/A | N/A | N/A |
| yolov8l | yolo | 166G | 43.7M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov8l/labels.json) | N/A | N/A | N/A | N/A |
| yolov8m | yolo | 79.3G | 25.9M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov8m/labels.json) | N/A | N/A | N/A | N/A |
| yolov8s | yolo | 28.8G | 11.2M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov8s/labels.json) | N/A | N/A | N/A | N/A |
| yolov8n | yolo | 8.86G | 3.16M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov8n/labels.json) | N/A | N/A | N/A | N/A |
| yolov5xu | yolo | 247G | 97.3M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov5xu/labels.json) | N/A | N/A | N/A | N/A |
| yolov5lu | yolo | 136G | 53.2M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov5lu/labels.json) | N/A | N/A | N/A | N/A |
| yolov5mu | yolo | 64.6G | 25.1M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov5mu/labels.json) | N/A | N/A | N/A | N/A |
| yolov5su | yolo | 24.2G | 9.15M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov5su/labels.json) | N/A | N/A | N/A | N/A |
| yolov5nu | yolo | 7.84G | 2.65M | [`person`, `bicycle`, `car`, `motorcycle`, `airplane` ... 80 labels in total](https://huggingface.co/deepghs/yolos/blob/main/yolov5nu/labels.json) | N/A | N/A | N/A | N/A | |