Computer Vision Tools Chain

原创已于 2024-02-23 17:53:47 修改 · 1.2k 阅读

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#计算机视觉 #深度学习 #人工智能

于 2022-06-23 09:57:33 首次发布

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该博客介绍了如何搭建深度学习环境，包括安装CMake 3.23.2、OpenCV 4.5.5、Dlib 19.24、CUDA 11.6+cuDNN 8.4，以及使用MiniConda管理环境。此外，还展示了如何验证PyTorch 1.11.0的安装及GPU支持，通过运行代码检查了GPU信息（NVIDIA GeForce RTX 2060）。

部署运行你感兴趣的模型镜像

CMake-3.23.2

https://cmake.org/download/

cmake -version
cmake version 3.23.2

OpenCV-4.5.5

https://opencv.org/releases/

Dlib-19.24

http://dlib.net/

CUDA-11.6 + cuDNN-8.4

https://developer.download.nvidia.cn/compute/cuda/11.6.1/local_installers/cuda_11.6.1_511.65_windows.exe

https://developer.download.nvidia.cn/compute/cudnn/secure/8.4.0/local_installers/11.6/cudnn-windows-x86_64-8.4.0.27_cuda11.6-archive.zip?NVxi2VZ91Bmsq17yUNQLWSv-a1y0zwkyR4-3dxy3TLqb3EVVdt7UBgq_SYOcdb60dCYUu_qlsAf3RYu4JVjrwWlzod1ozTsdq1tmuxxs1hMY1wx6GqfV4VlNrwHSb5EOA785RnyR8IvfGChyXUKJ6gY6xOKz_oE6LxXaB5uIkcHeqZK7hbYSRZHUXcpZcQX_wN6775BmGjI0NuedHCiqyuB4&t=eyJscyI6IndlYnNpdGUiLCJsc2QiOiJkZXZlbG9wZXIubnZpZGlhLmNvbVwvY3VkYS10b29sa2l0LWFyY2hpdmUifQcudnn-windows-x86_64-8.4.0.27_cuda11.6-archive.zip

MiniConda

https://conda.io/en/latest/miniconda.html

Torch-1.11.0

https://pytorch.org
https://download.pytorch.org/whl/cu113/torch-1.11.0%2Bcu113-cp38-cp38-win_amd64.whl
https://download.pytorch.org/whl/cu113/torchvision-0.12.0%2Bcu113-cp38-cp38-win_amd64.whl

在这里插入图片描述

Check GPU

import torch
import torchvision

print(torch.__version__)
print(torch.version.cuda)
print(torch.cuda.is_available())
print(torch.cuda.get_device_name())

1.11.0+cu113
11.3
True
NVIDIA GeForce RTX 2060

Annotation Line ( Safe Color LUT )

var listSeedColor = function() {
    var alpha = ['00', '33', '66', '99', 'CC', 'FF'];
    return alpha;
};
var listSafeColor = function() {
    var alpha     = [];
    var seedColor = listSeedColor();
    var iLen      = seedColor.length;
    var iColor    = 0;

    for(var red = 0; red < iLen; red++) {
        for(var green = 0; green < iLen; green++) {
            for(var blue = 0; blue < iLen; blue++) {
                alpha[alpha.length] = '#' + seedColor[red] + seedColor[green] + seedColor[blue];
            }
        };
    };
    return alpha;
};