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Deep-Learning
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Deep-Learning
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# Deep-Learning|paddlepaddle|火灾识别 ##我们的项目包含slam、无人机app、腾讯云服务器搭建、云存储、以及人体检测，这部分仅关于飞桨的烟火识别代码 ##基于大疆sdk自己开发的APP ``` https://github.com/Magitek-98/DJIUAV ``` ##服务器搭建查看 ``` ubuntu18.04 搭建Nginx-RTMP视频推流服务器.md ``` ##训练命令 基于paddle飞浆框架使用faster_rcnn_r50_fpn_1x模型进行火灾检测 输出模型保存在output文件夹中 ``` python -u tools/train.py -c configs/faster_rcnn_r50_fpn_1x.yml -o pretrain_weights=faster_rcnn_r50_fpn_1x finetune_exclude_pretrained_params=['cls_score','bbox_pred'] --eval ``` ##部署模型 导出模型在inference_model文件夹中 ``` python -u tools/export_model.py -c configs/faster_rcnn_r50_fpn_1x.yml --output_dir=./inference_model ``` ##预测结果 结果在output文件夹中 测试数据在test文件夹中 ``` python deploy/python/infer.py --model_dir=./inference_model/faster_rcnn_r50_fpn_1x --image_file=test/44.jpg --use_gpu=True ``` ##连接无人机推流 ``` python deploy/python/infer_fire.py --model_dir=./inference_model/faster_rcnn_r50_fpn_1x --use_gpu=True ```
