ultralytics · ambitious-octopus · Jan 28, 2025 · Jan 28, 2025 · Jan 28, 2025 · Jan 28, 2025
diff --git a/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb b/notebooks/how-to-count-the-objects-using-ultralytics-yolo.ipynb
@@ -33,7 +33,7 @@
         "  <a href=\"https://community.ultralytics.com\"><img alt=\"Ultralytics Forums\" src=\"https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue\"></a>\n",
         "  <a href=\"https://reddit.com/r/ultralytics\"><img alt=\"Ultralytics Reddit\" src=\"https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue\"></a>\n",
         "  \n",
-        "  Welcome to the Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
+        "  Welcome to the Object counting using Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
       ]
     },
     {

diff --git a/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb b/notebooks/how-to-generate-heatmaps-using-ultralytics-yolo.ipynb
@@ -20,7 +20,7 @@
     "  <a href=\"https://community.ultralytics.com\"><img alt=\"Ultralytics Forums\" src=\"https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue\"></a>\n",
     "  <a href=\"https://reddit.com/r/ultralytics\"><img alt=\"Ultralytics Reddit\" src=\"https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue\"></a>\n",
     "  \n",
-    "  Welcome to the Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
+    "  Welcome to the Heatmaps generation using Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
    ]
   },
   {

diff --git a/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb b/notebooks/how-to-monitor-workouts-using-ultralytics-yolo.ipynb
@@ -20,7 +20,7 @@
     "  <a href=\"https://community.ultralytics.com\"><img alt=\"Ultralytics Forums\" src=\"https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue\"></a>\n",
     "  <a href=\"https://reddit.com/r/ultralytics\"><img alt=\"Ultralytics Reddit\" src=\"https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue\"></a>\n",
     "  \n",
-    "  Welcome to the Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
+    "  Welcome to the Workouts monitoring using Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
    ]
   },
   {

diff --git a/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb b/notebooks/how-to-track-the-objects-in-zone-using-ultralytics-yolo.ipynb
@@ -33,7 +33,7 @@
         "  <a href=\"https://community.ultralytics.com\"><img alt=\"Ultralytics Forums\" src=\"https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue\"></a>\n",
         "  <a href=\"https://reddit.com/r/ultralytics\"><img alt=\"Ultralytics Reddit\" src=\"https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue\"></a>\n",
         "  \n",
-        "  Welcome to the Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
+        "  Welcome to the Object tracking in zones using Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
       ]
     },
     {
@@ -125,7 +125,7 @@
       "source": [
         "### Define Region Coordinates\n",
         "\n",
-        "Here, we set the coordinates for specific regions to ensure accurate object tracking and analysis within the video or stream. This helps monitor and count objects effectively in different areas."
+        "Here, we set the coordinates for specific regions to ensure accurate object tracking and analysis within the video or stream. This helps monitor and track objects effectively in different areas."
       ],
       "metadata": {
         "id": "3wJlBXORXNsj"
@@ -135,9 +135,9 @@
       "cell_type": "code",
       "source": [
         "# Define region points\n",
-        "# region_points = [(20, 400), (1080, 400)]  # For line counting\n",
-        "region_points = [(20, 400), (1080, 400), (1080, 360), (20, 360)]  # For rectangle region counting\n",
-        "# region_points = [(20, 400), (1080, 400), (1080, 360), (20, 360), (20, 400)]  # For polygon region counting"
+        "# region_points = [(20, 400), (1080, 400)]  # For line tracking\n",
+        "region_points = [(20, 400), (1080, 400), (1080, 360), (20, 360)]  # For rectangle region tracking\n",
+        "# region_points = [(20, 400), (1080, 400), (1080, 360), (20, 360), (20, 400)]  # For polygon region tracking"
       ],
       "metadata": {
         "id": "bVCrrForXRgS"
@@ -165,7 +165,7 @@
         "    region=region_points,  # Pass region points\n",
         "    model=\"yolo11n.pt\",  # You can use any model that Ultralytics support, i.e. YOLOv9, YOLOv10\n",
         "    # line_width=2,  # Adjust the line width for bounding boxes and text display\n",
-        "    # classes=[0, 2],  # If you want to count specific classes i.e. person and car with COCO pretrained model.\n",
+        "    # classes=[0, 2],  # If you want to track specific classes i.e. person and car with COCO pretrained model.\n",
         ")"
       ],
       "metadata": {

diff --git a/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb b/notebooks/how-to-train-ultralytics-yolo-on-brain-tumor-detection-dataset.ipynb
@@ -34,7 +34,7 @@
         "  <a href=\"https://community.ultralytics.com\"><img alt=\"Ultralytics Forums\" src=\"https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue\"></a>\n",
         "  <a href=\"https://reddit.com/r/ultralytics\"><img alt=\"Ultralytics Reddit\" src=\"https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue\"></a>\n",
         "  \n",
-        "  Welcome to the Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
+        "  Welcome to the Brain-tumor detection using Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
       ]
     },
     {
@@ -792,7 +792,8 @@
         "| [PaddlePaddle](https://docs.ultralytics.com/integrations/paddlepaddle)   | `paddle`          | `yolo11n_paddle_model/`   | ✅        | `imgsz`, `batch`                                                     |\n",
         "| [MNN](https://docs.ultralytics.com/integrations/mnn)                     | `mnn`             | `yolo11n.mnn`             | ✅        | `imgsz`, `batch`, `int8`, `half`                                     |\n",
         "| [NCNN](https://docs.ultralytics.com/integrations/ncnn)                   | `ncnn`            | `yolo11n_ncnn_model/`     | ✅        | `imgsz`, `half`, `batch`                                             |\n",
-        "| [IMX500](https://docs.ultralytics.com/integrations/sony-imx500)          | `imx`             | `yolov8n_imx_model/`      | ✅        | `imgsz`, `int8`                                                      |"
+        "| [IMX500](https://docs.ultralytics.com/integrations/sony-imx500)          | `imx`             | `yolov8n_imx_model/`      | ✅        | `imgsz`, `int8`                                                      |\n",
+        "| [RKNN](https://docs.ultralytics.com/integrations/rockchip-rknn)          | `rknn`            | `yolo11n_rknn_model/`     | ✅        | `imgsz`, `batch`, `name`                                             |"
       ],
       "metadata": {
         "id": "vWBYYdXhTkN7"

diff --git a/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb b/notebooks/how-to-train-ultralytics-yolo-on-carparts-segmentation-dataset.ipynb
@@ -33,7 +33,7 @@
         "  <a href=\"https://community.ultralytics.com\"><img alt=\"Ultralytics Forums\" src=\"https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue\"></a>\n",
         "  <a href=\"https://reddit.com/r/ultralytics\"><img alt=\"Ultralytics Reddit\" src=\"https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue\"></a>\n",
         "  \n",
-        "  Welcome to the Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
+        "  Welcome to the Carparts segmentation using Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
       ]
     },
     {
@@ -687,7 +687,8 @@
         "| [PaddlePaddle](https://docs.ultralytics.com/integrations/paddlepaddle)   | `paddle`          | `yolo11n_paddle_model/`   | ✅        | `imgsz`, `batch`                                                     |\n",
         "| [MNN](https://docs.ultralytics.com/integrations/mnn)                     | `mnn`             | `yolo11n.mnn`             | ✅        | `imgsz`, `batch`, `int8`, `half`                                     |\n",
         "| [NCNN](https://docs.ultralytics.com/integrations/ncnn)                   | `ncnn`            | `yolo11n_ncnn_model/`     | ✅        | `imgsz`, `half`, `batch`                                             |\n",
-        "| [IMX500](https://docs.ultralytics.com/integrations/sony-imx500)          | `imx`             | `yolov8n_imx_model/`      | ✅        | `imgsz`, `int8`                                                      |"
+        "| [IMX500](https://docs.ultralytics.com/integrations/sony-imx500)          | `imx`             | `yolov8n_imx_model/`      | ✅        | `imgsz`, `int8`                                                      |\n",
+        "| [RKNN](https://docs.ultralytics.com/integrations/rockchip-rknn)          | `rknn`            | `yolo11n_rknn_model/`     | ✅        | `imgsz`, `batch`, `name`                                             |"
       ],
       "metadata": {
         "id": "vWBYYdXhTkN7"

diff --git a/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb b/notebooks/how-to-train-ultralytics-yolo-on-medical-pills-dataset.ipynb
@@ -32,7 +32,7 @@
         "  <a href=\"https://community.ultralytics.com\"><img alt=\"Ultralytics Forums\" src=\"https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue\"></a>\n",
         "  <a href=\"https://reddit.com/r/ultralytics\"><img alt=\"Ultralytics Reddit\" src=\"https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue\"></a>\n",
         "  \n",
-        "  Welcome to the Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
+        "  Welcome to the Medical pills detection using Ultralytics YOLO11 🚀 notebook! <a href=\"https://github.com/ultralytics/ultralytics\">YOLO11</a> is the latest version of the YOLO (You Only Look Once) AI models developed by <a href=\"https://ultralytics.com\">Ultralytics</a>. We hope that the resources in this notebook will help you get the most out of YOLO11. Please browse the YOLO11 <a href=\"https://docs.ultralytics.com/\">Docs</a> for details, raise an issue on <a href=\"https://github.com/ultralytics/ultralytics\">GitHub</a> for support, and join our <a href=\"https://ultralytics.com/discord\">Discord</a> community for questions and discussions!</div>"
       ]
     },
     {
@@ -1084,7 +1084,8 @@
         "| [PaddlePaddle](https://docs.ultralytics.com/integrations/paddlepaddle)   | `paddle`          | `yolo11n_paddle_model/`   | ✅        | `imgsz`, `batch`                                                     |\n",
         "| [MNN](https://docs.ultralytics.com/integrations/mnn)                     | `mnn`             | `yolo11n.mnn`             | ✅        | `imgsz`, `batch`, `int8`, `half`                                     |\n",
         "| [NCNN](https://docs.ultralytics.com/integrations/ncnn)                   | `ncnn`            | `yolo11n_ncnn_model/`     | ✅        | `imgsz`, `half`, `batch`                                             |\n",
-        "| [IMX500](https://docs.ultralytics.com/integrations/sony-imx500)          | `imx`             | `yolov8n_imx_model/`      | ✅        | `imgsz`, `int8`                                                      |"
+        "| [IMX500](https://docs.ultralytics.com/integrations/sony-imx500)          | `imx`             | `yolov8n_imx_model/`      | ✅        | `imgsz`, `int8`                                                      |\n",
+        "| [RKNN](https://docs.ultralytics.com/integrations/rockchip-rknn)          | `rknn`            | `yolo11n_rknn_model/`     | ✅        | `imgsz`, `batch`, `name`                                             |"
       ],
       "metadata": {
         "id": "vWBYYdXhTkN7"