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+---
+layout: post
+title: Day48 - Backbone中C3/C2f后添加一层SEAttention在FLIR上的表现
+date: 2024-04-08 14:59 +0800
+category: [读研日记]
+tags: []
+img_path: "/assets/img/posts/"
+---
+
+yolov5n/s/m和yolov8n/s仅在backbone的C3/C2f模块后添加一层SE,在VisDrone上训练200epochs
+
+- Yolov5n-se
+
+    Parameters: 2.666M
+
+    |                Class| Precision|    Recall|     mAP50|  mAP50-95|
+    |                 ---:|      ---:|      ---:|      ---:|      ---:|
+    |                  all|     0.587|     0.438|     0.483|      0.29|
+    |               person|     0.831|     0.608|     0.741|     0.415|
+    |                 bike|     0.495|     0.447|     0.415|     0.258|
+    |                  car|     0.836|     0.744|      0.83|     0.585|
+    |                motor|     0.749|     0.582|     0.653|      0.35|
+    |                  bus|     0.796|     0.419|     0.578|     0.396|
+    |                truck|     0.222|     0.299|     0.146|    0.0889|
+    |                light|     0.717|     0.392|     0.481|     0.219|
+    |        other vehicle|    0.0461|    0.0159|    0.0212|   0.00766|
+
+- Yolov5s-se
+
+    Parameters: 9.197M
+
+    |                Class| Precision|    Recall|     mAP50|  mAP50-95|
+    |                 ---:|      ---:|      ---:|      ---:|      ---:|
+    |                  all|      0.65|     0.497|     0.537|     0.331|
+    |               person|     0.858|     0.654|     0.784|     0.463|
+    |                 bike|     0.567|     0.512|     0.517|     0.318|
+    |                  car|     0.874|     0.774|     0.865|     0.624|
+    |                motor|      0.86|     0.582|     0.672|     0.362|
+    |                  bus|     0.784|     0.527|     0.654|     0.466|
+    |                truck|     0.354|     0.413|     0.209|     0.138|
+    |                light|      0.79|     0.464|     0.566|     0.269|
+    |        other vehicle|      0.11|    0.0476|    0.0278|   0.00848|
+
+- Yolov5m-se
+
+    Parameters: 25.209M
+
+    |                Class| Precision|    Recall|     mAP50|  mAP50-95|
+    |                 ---:|      ---:|      ---:|      ---:|      ---:|
+    |                  all|      0.67|     0.521|     0.574|     0.364|
+    |               person|     0.893|     0.666|     0.811|     0.497|
+    |                 bike|     0.644|     0.565|      0.55|     0.355|
+    |                  car|       0.9|     0.781|     0.882|      0.65|
+    |                motor|     0.757|     0.655|     0.711|     0.394|
+    |                  bus|     0.826|     0.478|     0.664|     0.485|
+    |                truck|     0.371|     0.478|     0.291|     0.194|
+    |                light|     0.825|     0.499|     0.623|     0.304|
+    |        other vehicle|     0.142|    0.0476|    0.0617|    0.0322|
+
+- Yolov8n-se
+
+    Parameters: 3.168M
+
+    |                Class| Precision|    Recall|     mAP50|  mAP50-95|
+    |                 ---:|      ---:|      ---:|      ---:|      ---:|
+    |                  all|     0.619|     0.449|     0.488|     0.292|
+    |               person|      0.83|      0.61|     0.744|      0.42|
+    |                 bike|     0.479|     0.435|     0.399|      0.24|
+    |                  car|     0.848|     0.752|     0.843|     0.598|
+    |                motor|      0.83|     0.582|     0.632|     0.319|
+    |                  bus|     0.835|     0.441|      0.62|     0.432|
+    |                truck|     0.256|     0.321|     0.169|     0.101|
+    |                light|     0.715|     0.389|     0.467|     0.211|
+    |        other vehicle|     0.158|    0.0635|    0.0297|    0.0154|
+
+- Yolov8s-se
+
+    Parameters: 11.210M
+
+    |                Class| Precision|    Recall|     mAP50|  mAP50-95|
+    |                 ---:|      ---:|      ---:|      ---:|      ---:|
+    |                  all|     0.624|     0.505|     0.544|     0.338|
+    |               person|     0.846|     0.675|     0.792|     0.471|
+    |                 bike|     0.543|     0.541|     0.514|     0.328|
+    |                  car|      0.87|     0.785|      0.87|     0.635|
+    |                motor|     0.736|       0.6|     0.678|     0.385|
+    |                  bus|     0.786|     0.513|     0.667|     0.465|
+    |                truck|     0.268|     0.348|     0.202|     0.136|
+    |                light|     0.767|     0.479|      0.56|      0.26|
+    |        other vehicle|     0.175|    0.0952|    0.0683|    0.0237|