Mask R-CNN Keras Tensorflow实现
2017-11-02 14:05
393 查看
https://github.com/matterport/Mask_RCNN
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
This is an implementation of Mask R-CNN on
Python 3, Keras, and TensorFlow. The model generates bounding boxes and segmentation masks for each instance of an object in the image. It's based on Feature Pyramid Network (FPN) and a ResNet101 backbone.
The repository includes:
Source code of Mask R-CNN built on FPN and ResNet101.
Training code for MS COCO
Pre-trained weights for MS COCO
Jupyter notebooks to visualize the detection pipeline at every step
ParallelModel class for multi-GPU training
Evaluation on MS COCO metrics (AP)
Example of training on your own dataset
Mask R-CNN for object detection and instance segmentation on Keras and TensorFlow
This is an implementation of Mask R-CNN on
Python 3, Keras, and TensorFlow. The model generates bounding boxes and segmentation masks for each instance of an object in the image. It's based on Feature Pyramid Network (FPN) and a ResNet101 backbone.
The repository includes:
Source code of Mask R-CNN built on FPN and ResNet101.
Training code for MS COCO
Pre-trained weights for MS COCO
Jupyter notebooks to visualize the detection pipeline at every step
ParallelModel class for multi-GPU training
Evaluation on MS COCO metrics (AP)
Example of training on your own dataset
相关文章推荐
- 基于tensorflow keras实现何凯明大神的Mask R-CNN的介绍
- Android+TensorFlow+CNN+MNIST 手写数字识别实现
- Mask R-CNN+tensorflow/keras的配置介绍、代码详解与训练自己的数据集演示
- Android+TensorFlow+CNN+MNIST实现手写数字识别
- Implementing a CNN for Text Classification in TensorFlow(用tensorflow实现CNN文本分类) 阅读笔记
- Implementing a CNN for Text Classification in TensorFlow(用tensorflow实现CNN文本分类) 阅读笔记
- Chinese-Text-Classification:Tensorflow CNN 模型实现的中文文本分类器[不分词版]
- 使用keras+tensorflow训练CNN的记录(CentOS7)
- TensorFlow CNN 以库函数的方式实现MNIST手写识别
- Tensorflow CNN 的简单实现
- 【深度学习】keras + tensorflow 实现猫和狗图像分类
- 使用TensorFlow实现一个文本分类的卷积神经网络Implementing a CNN for Text Classification in TensorFlow
- Android+TensorFlow+CNN+MNIST 手写数字识别实现
- 【环境配置】Win10+Python3.5+Keras+Theano/TensorFlow
- A complete guide to using Keras as part of a TensorFlow workflow: tutorial
- A complete guide to using Keras as part of a TensorFlow workflow: tutorial
- Keras上实现卷积神经网络CNN
- Windows在Anaconda下安装Tensorflow Keras 支持Python3.6
- tensorflow tutorials(六):用tensorflow实现多层感知器(Multilayer Perceptron)
- tensorflow+OpenCV+Dlib实现人脸颜值预测