Merge branch 'master' into main

ultralytics · Jun 20, 2024 · 0583016 · 0583016
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diff --git a/README.md b/README.md
@@ -230,7 +230,7 @@ YOLOv5 has been designed to be super easy to get started and simple to learn. We
 | [YOLOv5s6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5s6.pt)            | 1280                  | 44.8                 | 63.7              | 385                          | 8.2                           | 3.6                            | 12.6               | 16.8                   |
 | [YOLOv5m6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5m6.pt)            | 1280                  | 51.3                 | 69.3              | 887                          | 11.1                          | 6.8                            | 35.7               | 50.0                   |
 | [YOLOv5l6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5l6.pt)            | 1280                  | 53.7                 | 71.3              | 1784                         | 15.8                          | 10.5                           | 76.8               | 111.4                  |
-| [YOLOv5x6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5x6.pt)<br>+ [TTA] | 1280<br>1536          | 55.0<br>**55.8**     | 72.7<br>**72.7**  | 3136<br>-                  | 26.2<br>-                   | 19.4<br>-                    | 140.7<br>-       | 209.8<br>-           |
+| [YOLOv5x6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5x6.pt)<br>+ [TTA] | 1280<br>1536          | 55.0<br>**55.8**     | 72.7<br>**72.7**  | 3136<br>-                    | 26.2<br>-                     | 19.4<br>-                      | 140.7<br>-         | 209.8<br>-             |
 
 <details>
   <summary>Table Notes</summary>

diff --git a/README.zh-CN.md b/README.zh-CN.md
@@ -228,7 +228,7 @@ YOLOv5 超级容易上手，简单易学。我们优先考虑现实世界的结
 | [YOLOv5s6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5s6.pt)           | 1280                  | 44.8                 | 63.7              | 385                               | 8.2                                | 3.6                             | 12.6               | 16.8                   |
 | [YOLOv5m6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5m6.pt)           | 1280                  | 51.3                 | 69.3              | 887                               | 11.1                               | 6.8                             | 35.7               | 50.0                   |
 | [YOLOv5l6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5l6.pt)           | 1280                  | 53.7                 | 71.3              | 1784                              | 15.8                               | 10.5                            | 76.8               | 111.4                  |
-| [YOLOv5x6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5x6.pt)<br>+[TTA] | 1280<br>1536          | 55.0<br>**55.8**     | 72.7<br>**72.7**  | 3136<br>-                       | 26.2<br>-                        | 19.4<br>-                     | 140.7<br>-       | 209.8<br>-           |
+| [YOLOv5x6](https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5x6.pt)<br>+[TTA] | 1280<br>1536          | 55.0<br>**55.8**     | 72.7<br>**72.7**  | 3136<br>-                         | 26.2<br>-                          | 19.4<br>-                       | 140.7<br>-         | 209.8<br>-             |
 
 <details>
   <summary>笔记</summary>

diff --git a/utils/flask_rest_api/README.md b/utils/flask_rest_api/README.md
@@ -28,42 +28,42 @@ The model inference results are returned as a JSON response:
 
 ```json
 [
-    {
-        "class": 0,
-        "confidence": 0.8900438547,
-        "height": 0.9318675399,
-        "name": "person",
-        "width": 0.3264600933,
-        "xcenter": 0.7438579798,
-        "ycenter": 0.5207948685
-    },
-    {
-        "class": 0,
-        "confidence": 0.8440024257,
-        "height": 0.7155083418,
-        "name": "person",
-        "width": 0.6546785235,
-        "xcenter": 0.427829951,
-        "ycenter": 0.6334488392
-    },
-    {
-        "class": 27,
-        "confidence": 0.3771208823,
-        "height": 0.3902671337,
-        "name": "tie",
-        "width": 0.0696444362,
-        "xcenter": 0.3675483763,
-        "ycenter": 0.7991207838
-    },
-    {
-        "class": 27,
-        "confidence": 0.3527112305,
-        "height": 0.1540903747,
-        "name": "tie",
-        "width": 0.0336618312,
-        "xcenter": 0.7814827561,
-        "ycenter": 0.5065554976
-    }
+  {
+    "class": 0,
+    "confidence": 0.8900438547,
+    "height": 0.9318675399,
+    "name": "person",
+    "width": 0.3264600933,
+    "xcenter": 0.7438579798,
+    "ycenter": 0.5207948685
+  },
+  {
+    "class": 0,
+    "confidence": 0.8440024257,
+    "height": 0.7155083418,
+    "name": "person",
+    "width": 0.6546785235,
+    "xcenter": 0.427829951,
+    "ycenter": 0.6334488392
+  },
+  {
+    "class": 27,
+    "confidence": 0.3771208823,
+    "height": 0.3902671337,
+    "name": "tie",
+    "width": 0.0696444362,
+    "xcenter": 0.3675483763,
+    "ycenter": 0.7991207838
+  },
+  {
+    "class": 27,
+    "confidence": 0.3527112305,
+    "height": 0.1540903747,
+    "name": "tie",
+    "width": 0.0336618312,
+    "xcenter": 0.7814827561,
+    "ycenter": 0.5065554976
+  }
 ]
 ```
 

diff --git a/utils/loggers/clearml/README.md b/utils/loggers/clearml/README.md
@@ -28,15 +28,15 @@ Either sign up for free to the [ClearML Hosted Service](https://cutt.ly/yolov5-t
 
 1. Install the `clearml` python package:
 
-    ```bash
-    pip install clearml
-    ```
+   ```bash
+   pip install clearml
+   ```
 
 2. Connect the ClearML SDK to the server by [creating credentials](https://app.clear.ml/settings/workspace-configuration) (go right top to Settings -> Workspace -> Create new credentials), then execute the command below and follow the instructions:
 
-    ```bash
-    clearml-init
-    ```
+   ```bash
+   clearml-init
+   ```
 
 That's it! You're done 😎