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| layout: post | ||
| title: Day43 - Backbone中C3/C2f后添加一层GAM在FLIR上的表现 | ||
| date: 2024-04-02 15:51 +0800 | ||
| category: [] | ||
| tags: [] | ||
| img_path: "/assets/img/posts/" | ||
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| yolov5n/s/m和yolov8n/s仅在backbone的C3/C2f模块后添加一层GAM,在FLIR上训练200epochs | ||
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| - Yolov5n-gam | ||
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| Parameters: 3.234M | ||
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| | Class| Precision| Recall| mAP50| mAP50-95| | ||
| | ---:| ---:| ---:| ---:| ---:| | ||
| | all| 0.597| 0.475| 0.492| 0.299| | ||
| | person| 0.828| 0.609| 0.741| 0.418| | ||
| | bike| 0.522| 0.453| 0.413| 0.252| | ||
| | car| 0.826| 0.758| 0.837| 0.592| | ||
| | motor| 0.698| 0.564| 0.615| 0.334| | ||
| | bus| 0.798| 0.531| 0.635| 0.447| | ||
| | truck| 0.269| 0.435| 0.182| 0.114| | ||
| | light| 0.696| 0.388| 0.472| 0.219| | ||
| | other vehicle| 0.136| 0.0635| 0.0426| 0.019| | ||
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| - Yolov5s-gam | ||
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| Parameters: 11.465M | ||
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| | Class| Precision| Recall| mAP50| mAP50-95| | ||
| | ---:| ---:| ---:| ---:| ---:| | ||
| | all| 0.663| 0.496| 0.552| 0.341| | ||
| | person| 0.871| 0.659| 0.797| 0.474| | ||
| | bike| 0.627| 0.533| 0.595| 0.375| | ||
| | car| 0.884| 0.773| 0.866| 0.632| | ||
| | motor| 0.765| 0.564| 0.647| 0.358| | ||
| | bus| 0.794| 0.495| 0.652| 0.461| | ||
| | truck| 0.316| 0.413| 0.211| 0.133| | ||
| | light| 0.814| 0.453| 0.572| 0.271| | ||
| | other vehicle| 0.237| 0.0794| 0.0764| 0.0267| | ||
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| - Yolov5m-gam | ||
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| Parameters: 30.308M | ||
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| | Class| Precision| Recall| mAP50| mAP50-95| | ||
| | ---:| ---:| ---:| ---:| ---:| | ||
| | all| 0.695| 0.523| 0.579| 0.368| | ||
| | person| 0.899| 0.658| 0.816| 0.503| | ||
| | bike| 0.645| 0.565| 0.554| 0.357| | ||
| | car| 0.905| 0.783| 0.883| 0.653| | ||
| | motor| 0.802| 0.6| 0.697| 0.385| | ||
| | bus| 0.86| 0.531| 0.696| 0.506| | ||
| | truck| 0.354| 0.478| 0.267| 0.186| | ||
| | light| 0.857| 0.486| 0.624| 0.296| | ||
| | other vehicle| 0.239| 0.0794| 0.0969| 0.0557| | ||
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| - Yolov8n-gam | ||
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| Parameters: 3.838M | ||
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| - Yolov8s-gam | ||
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| Parameters: 13.886M | ||
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