Day36 - 删除P5检测头+添加P2检测头(P234)在VisDrone上的表现
yolov5n/s/m和yolov8n/s删除P5检测头+添加P2检测头,在VisDrone2019上训练200epochs
Yolov5n-p234
Parameters: 1.956M
Class Precision Recall mAP50 mAP50-95 all 0.446 0.35 0.346 0.203 pedestrian 0.461 0.411 0.408 0.185 people 0.477 0.312 0.333 0.132 bicycle 0.291 0.105 0.0991 0.0446 car 0.623 0.791 0.788 0.549 van 0.486 0.379 0.385 0.268 truck 0.429 0.289 0.255 0.164 tricycle 0.395 0.24 0.211 0.115 awning-tricycle 0.255 0.153 0.122 0.0811 bus 0.531 0.402 0.445 0.307 motor 0.511 0.418 0.413 0.178 Yolov5s-p234
Parameters: 6.273M
Class Precision Recall mAP50 mAP50-95 all 0.512 0.411 0.421 0.254 pedestrian 0.567 0.462 0.502 0.24 people 0.566 0.371 0.407 0.166 bicycle 0.277 0.193 0.16 0.0706 car 0.72 0.817 0.834 0.6 van 0.548 0.471 0.48 0.343 truck 0.462 0.342 0.347 0.232 tricycle 0.45 0.292 0.294 0.169 awning-tricycle 0.34 0.195 0.166 0.109 bus 0.618 0.471 0.517 0.375 motor 0.574 0.491 0.503 0.231 Yolov5m-p234
Parameters: 17.162M
Class Precision Recall mAP50 mAP50-95 all 0.565 0.437 0.458 0.28 pedestrian 0.628 0.49 0.547 0.268 people 0.608 0.387 0.442 0.185 bicycle 0.336 0.204 0.184 0.0859 car 0.776 0.819 0.85 0.62 van 0.586 0.483 0.503 0.363 truck 0.548 0.377 0.391 0.266 tricycle 0.485 0.34 0.33 0.191 awning-tricycle 0.371 0.207 0.199 0.127 bus 0.696 0.538 0.596 0.44 motor 0.62 0.526 0.54 0.259 Yolov8n-p234
Parameters: 2.332M
Class Precision Recall mAP50 mAP50-95 all 0.468 0.356 0.361 0.216 pedestrian 0.504 0.403 0.425 0.197 people 0.508 0.323 0.347 0.138 bicycle 0.279 0.131 0.11 0.0466 car 0.673 0.779 0.795 0.56 van 0.5 0.419 0.416 0.291 truck 0.464 0.296 0.298 0.201 tricycle 0.382 0.215 0.208 0.12 awning-tricycle 0.283 0.158 0.13 0.087 bus 0.575 0.422 0.467 0.327 motor 0.514 0.413 0.416 0.188 Yolov8s-p234
Parameters: 7.781M
Class Precision Recall mAP50 mAP50-95 all 0.538 0.416 0.434 0.262 pedestrian 0.591 0.468 0.513 0.245 people 0.581 0.362 0.409 0.171 bicycle 0.323 0.196 0.173 0.0791 car 0.742 0.82 0.842 0.605 van 0.586 0.467 0.494 0.353 truck 0.532 0.355 0.369 0.244 tricycle 0.434 0.291 0.291 0.17 awning-tricycle 0.345 0.201 0.19 0.12 bus 0.667 0.498 0.539 0.391 motor 0.582 0.5 0.517 0.243
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