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| layout: post | ||
| title: Day55 - P234+CBAM改进在VisDrone2019上的表现 | ||
| date: 2024-04-19 11:52 +0800 | ||
| category: [读研日记] | ||
| tags: [] | ||
| img_path: "/assets/img/posts/" | ||
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| yolov5s/m和yolov8s,删除P5检测头+添加P2检测头,在backbone的C3/C2f模块后添加一层CBAM,在VisDrone2019上训练200epochs | ||
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| - Yolov5s-p234-cbam | ||
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| Parameters: 8.626M | ||
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| | Class| Precision| Recall| mAP50| mAP50-95| | ||
| | ---:| ---:| ---:| ---:| ---:| | ||
| | all| 0.526| 0.423| 0.436| 0.266| | ||
| | pedestrian| 0.572| 0.48| 0.514| 0.248| | ||
| | people| 0.57| 0.376| 0.414| 0.17| | ||
| | bicycle| 0.298| 0.19| 0.164| 0.0778| | ||
| | car| 0.721| 0.823| 0.839| 0.603| | ||
| | van| 0.536| 0.478| 0.488| 0.347| | ||
| | truck| 0.507| 0.351| 0.368| 0.252| | ||
| | tricycle| 0.45| 0.298| 0.307| 0.176| | ||
| | awning-tricycle| 0.327| 0.194| 0.163| 0.108| | ||
| | bus| 0.705| 0.542| 0.589| 0.441| | ||
| | motor| 0.57| 0.499| 0.51| 0.239| | ||
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| - Yolov5m-p234-cbam | ||
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| Parameters: 23.546M | ||
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| | Class| Precision| Recall| mAP50| mAP50-95| | ||
| | ---:| ---:| ---:| ---:| ---:| | ||
| | all| 0.562| 0.449| 0.467| 0.286| | ||
| | pedestrian| 0.615| 0.493| 0.542| 0.266| | ||
| | people| 0.593| 0.394| 0.438| 0.185| | ||
| | bicycle| 0.336| 0.214| 0.19| 0.0897| | ||
| | car| 0.764| 0.824| 0.85| 0.619| | ||
| | van| 0.566| 0.483| 0.505| 0.368| | ||
| | truck| 0.603| 0.407| 0.426| 0.293| | ||
| | tricycle| 0.498| 0.35| 0.348| 0.201| | ||
| | awning-tricycle| 0.338| 0.211| 0.192| 0.121| | ||
| | bus| 0.707| 0.582| 0.628| 0.457| | ||
| | motor| 0.595| 0.531| 0.547| 0.264| | ||
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| - Yolov8s-p234-cbam | ||
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| Parameters: 10.564M | ||
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| | Class| Precision| Recall| mAP50| mAP50-95| | ||
| | ---:| ---:| ---:| ---:| ---:| | ||
| | all| 0.543| 0.429| 0.446| 0.272| | ||
| | pedestrian| 0.597| 0.474| 0.521| 0.252| | ||
| | people| 0.577| 0.384| 0.426| 0.179| | ||
| | bicycle| 0.305| 0.204| 0.169| 0.0792| | ||
| | car| 0.747| 0.819| 0.842| 0.611| | ||
| | van| 0.573| 0.474| 0.493| 0.356| | ||
| | truck| 0.548| 0.363| 0.378| 0.256| | ||
| | tricycle| 0.439| 0.315| 0.305| 0.177| | ||
| | awning-tricycle| 0.373| 0.207| 0.184| 0.121| | ||
| | bus| 0.682| 0.55| 0.617| 0.444| | ||
| | motor| 0.587| 0.502| 0.524| 0.248| |