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两天搞定人工智能毕业设计之【语义分割】

mmseg教程

语义分割和图像分割是人工智能、机器学习、深度学习和计算机视觉解决的核心任务之一。

在医疗影像分析、遥感图像分析、工业缺陷检测、无人驾驶感知等领域广泛落地应用。

同济子豪兄手把手带你使用OpenMMLab开源语义分割算法库MMSegmentation,跑通语义分割开发全流程:标注、训练、评估、预测、部署。

视频教程合集:https://space.bilibili.com/1900783/channel/collectiondetail?sid=1631214

代码教程合集:https://github.com/TommyZihao/MMSegmentation_Tutorials

推荐代码运行云GPU环境 RTX A4000, CUDA 11.3, Python 3.7, Pytorch 1.10

视频教程目录

  • 基础理论

短视频介绍:https://www.bilibili.com/video/BV1Wr4y1d7Tr

语义分割与MMSegmentation:https://www.bilibili.com/video/BV1qN411z7hz

开源计算机视觉算法体系OpenMMLab介绍:https://www.bilibili.com/video/BV1js4y1i72P

语义分割算法演进:https://www.bilibili.com/video/BV1gV4y1m74P

Kaggle语义分割竞赛清单:https://www.bilibili.com/video/BV1Fu411w7Rx

标注自己的语义分割数据集:https://www.bilibili.com/video/BV1uu4y1Q7Rt

  • 代码实战

安装配置MMSegmentation+预训练语义分割推理预测:https://www.bilibili.com/video/BV1du4y1q7o5

下载并可视化西瓜语义分割样例数据集:https://www.bilibili.com/video/BV1C8411X7p9

准备MMSeg语义分割config配置文件:https://www.bilibili.com/video/BV1w44y1F73N

训练语义分割深度学习算法:https://www.bilibili.com/video/BV1Ch4y1S7cX

用训练好的语义分割算法模型,对新图像、视频、摄像头实时画面,运行语义分割预测:https://www.bilibili.com/video/BV1vp4y1K7Tj

  • 模型部署

MMDeploy模型转换与终端部署:https://www.bilibili.com/video/BV1Ep4y1n7wo

ONNX Runtime语义分割模型部署:https://www.bilibili.com/video/BV1aN411B7Dq

AidLux智能手机语义分割部署:https://www.bilibili.com/video/BV1k8411y7c2

微信群:OpenMMLab/MMSeg/图像分割/语义分割/遥感/医疗/无人驾驶

添加喵喵小助手微信号:OpenMMLabwx 回复 子豪兄西瓜语义分割,免费加入大佬交流微信群,有问必答

OpenMMLab主页:https://openmmlab.com

MMSegmentation主页:https://github.com/open-mmlab/mmsegmentation

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