MMDet安装过程记录

    科技2025-09-06  64

    记录自本人安装过程,环境建议:

    Linux or macOS (Windows is not currently officially supported)Python 3.6+PyTorch 1.3+CUDA 9.2+ (If you build PyTorch from source, CUDA 9.0 is also compatible)GCC 5+

    1. torch & torchvision

    我使用的是 torch 1.5.1 + torchvision 0.6.1

    pip install torch==1.5.1 torchvision==0.6.1 [-i https://pypi.douban.com/simple]

    https://pytorch.org/get-started/previous-versions/

    2. mmcv

    pip install mmcv-full

    3. mmdetection

    git clone https://github.com/open-mmlab/mmdetection.git cd mmdetection pip install -r requirements/build.txt pip install -v -e . # or "python setup.py develop"

    4. test

    下载数据

    mkdir checkpoints wget -c https://open-mmlab.s3.ap-northeast-2.amazonaws.com/mmdetection/v2.0/mask_rcnn/mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco/mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco_bbox_mAP-0.408__segm_mAP-0.37_20200504_163245-42aa3d00.pth \ -O checkpoints/mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco_bbox_mAP-0.408__segm_mAP-0.37_20200504_163245-42aa3d00.pth

    此时查看文件目录树如下

    > tree checkpoints checkpoints └── mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco_bbox_mAP-0.408__segm_mAP-0.37_20200504_163245-42aa3d00.pth

    运行image_demo.py测试mmdet是否安装成功

    python demo/image_demo.py demo/demo.jpg configs/mask_rcnn/mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco.py checkpoints/mask_rcnn_r50_caffe_fpn_mstrain-poly_3x_coco_bbox_mAP-0.408__segm_mAP-0.37_20200504_163245-42aa3d00.pth

    若安装成功,会显示如下图像:

    Some ERROR

    libcudart.so.10.1: cannot open shared object file: No such file or directory

    先卸载原有cudatoolkit:conda uninstall cudatoolkit

    再安装10.1版本:conda install cudatoolkit=10.1

    Processed: 0.009, SQL: 8