Update README.md

README.md

@@ -1,6 +1,6 @@
 ---
 pipeline_tag: object-detection
-library_name: dghs-imgutils
+library_name: dghs-realutils
 datasets:
 - HuggingFaceM4/COCO
 language:
@@ -8,8 +8,37 @@ language:
 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      |
@@ -39,5 +68,4 @@ metrics:
 | 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      |
-
+| 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      |