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Wambugu NM's Projects

amazing-semantic-segmentation icon amazing-semantic-segmentation

Amazing Semantic Segmentation on Tensorflow && Keras (include FCN, UNet, SegNet, PSPNet, PAN, RefineNet, DeepLabV3, DeepLabV3+, DenseASPP, BiSegNet)

deep-residual-unet icon deep-residual-unet

ResUNet, a semantic segmentation model inspired by the deep residual learning and UNet. An architecture that take advantages from both(Residual and UNet) models.

deeplab_v3 icon deeplab_v3

Tensorflow Implementation of the Semantic Segmentation DeepLab_V3 CNN

denseaspp icon denseaspp

DenseASPP for Semantic Segmentation in Street Scenes

dilation icon dilation

Dilated Convolution for Semantic Image Segmentation

drn icon drn

Dilated Residual Networks

image_class icon image_class

基于keras集成多种图像分类模型: VGG16、VGG19、InceptionV3、Xception、MobileNet、AlexNet、LeNet、ZF_Net、ResNet18、ResNet34、ResNet50、ResNet_101、ResNet_152、DenseNet

keras-resnet icon keras-resnet

Residual networks implementation using Keras-1.0 functional API

keras-vis icon keras-vis

Neural network visualization toolkit for keras

models icon models

Models and examples built with TensorFlow

pytorch-playground icon pytorch-playground

Base pretrained models and datasets in pytorch (MNIST, SVHN, CIFAR10, CIFAR100, STL10, AlexNet, VGG16, VGG19, ResNet, Inception, SqueezeNet)

pytorch-unet-1 icon pytorch-unet-1

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

resnet icon resnet

Implementation of Deep Residual Learning / Residual Network for MSR paper http://arxiv.org/abs/1512.03385

semantic-segmentation-using-fully-convolutional-networks icon semantic-segmentation-using-fully-convolutional-networks

In this project, we'll construct a fully convolutional neural network based on the VGGNet-16 architecture to perform semantic segmentation on a video captured from a front facing camera mounted on a vehicle dashboard to identify the drivable surface area.

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