diff --git a/README.md b/README.md
index cccf249..0108c74 100644
--- a/README.md
+++ b/README.md
@@ -3,13 +3,25 @@
   Yolov6-Pip: Packaged version of the Yolov6 repository  
 </h2>
 <h4>
-    <img width="800" alt="teaser" src="assets/speed_comparision_v2.png">
+    <img width="800" alt="teaser" src="docs/speed_comparision_v3.png">
 </h4>
 </div>
 
 ## <div align="center">Overview</div>
 
 This repo is a packaged version of the [Yolov6](https://github.com/meituan/YOLOv6/) model.
+## Benchmark
+| Model                                                        | Size | mAP<sup>val<br/>0.5:0.95 | Speed<sup>T4<br/>trt fp16 b1 <br/>(fps) | Speed<sup>T4<br/>trt fp16 b32 <br/>(fps) | Params<br/><sup> (M) | FLOPs<br/><sup> (G) |
+| :----------------------------------------------------------- | ---- | :----------------------- | --------------------------------------- | ---------------------------------------- | -------------------- | ------------------- |
+| [**YOLOv6-N**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6n.pt) | 640  | 37.5                     | 779                                     | 1187                                     | 4.7                  | 11.4                |
+| [**YOLOv6-S**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6s.pt) | 640  | 45.0                     | 339                                     | 484                                      | 18.5                 | 45.3                |
+| [**YOLOv6-M**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6m.pt) | 640  | 50.0                     | 175                                     | 226                                      | 34.9                 | 85.8                |
+| [**YOLOv6-L**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6l.pt) | 640  | 52.8                     | 98                                      | 116                                      | 59.6                 | 150.7               |
+|                              |                               |                                |                    |                        |
+| [**YOLOv6-N6**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6n6.pt) | 1280 | 44.9                     | 228                                     | 281                                      | 10.4                 | 49.8                |
+| [**YOLOv6-S6**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6s6.pt) | 1280 | 50.3                     | 98                                      | 108                                      | 41.4                 | 198.0               |
+| [**YOLOv6-M6**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6m6.pt) | 1280 | 55.2                     | 47                                      | 55                                       | 79.6                 | 379.5               |
+| [**YOLOv6-L6**](https://github.com/meituan/YOLOv6/releases/download/0.3.0/yolov6l6.pt) | 1280 | 57.2                     | 26                                      | 29                                       | 140.4                | 673.4               |
 ### Installation
 ```
 pip install yolov6detect
diff --git a/docs/speed_comparision_v3.png b/docs/speed_comparision_v3.png
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