Xifeng Guo's repositories

CapsNet-Keras

A Keras implementation of CapsNet in NIPS2017 paper "Dynamic Routing Between Capsules". Now test error = 0.34%.

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DEC-keras

Keras implementation for Deep Embedding Clustering (DEC)

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CapsNet-Pytorch

Pytorch implementation for NIPS2017 paper `Dynamic Routing Between Capsules`

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CapsNet-Fashion-MNIST

Capsule Network on Fashion MNIST dataset

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DSC-Net

A Pytorch implementation of DSC-Net (Deep subspace clustering networks, NIPS17)

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DEC-DA

Deep Embedded Clustering with Data Augmentation (DEC-DA). Performance on MNIST (acc=0.985, nmi=0.960).

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CapsNet-Tensorflow

A Tensorflow implementation of CapsNet(Capsules Net) in Hinton's paper Dynamic Routing Between Capsules

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handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

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deepcluster

Deep Clustering for Unsupervised Learning of Visual Features

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PICA

Official Pytorch Implementation for CVPR'20 paper: Deep Semantic Clustering by Partition Confidence Maximisation

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pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

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AnomalyDetectionTransformations

A simple and effective method for single-class classification of images

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compare_gan

Compare GAN code.

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data-and-models

Some data or models files

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efficient_densenet_pytorch

A memory-efficient implementation of DenseNets

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FINCH-Clustering

Source Code for FINCH Clustering Algorithm

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InfoGAN

Code for reproducing key results in the paper "InfoGAN: Interpretable Representation Learning by Information Maximizing Generative Adversarial Nets"

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InfoGAN-PyTorch

PyTorch Implementation of InfoGAN

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JULE-Torch

Project for our CVPR2016 paper "Joint Unsupervised Learning of Deep Representations and Image Clusters"

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Python

All Algorithms implemented in Python

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pytorch-generative-model-collections

Collection of generative models in Pytorch version.

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SoftKMeans

Implementation of Deep Soft-K means

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Walking-to-SP

The walking algorithm for fingerprint singular points detection introduced in "Zhu E, Guo X, Yin J. Walking to singular points of fingerprints[J]. Pattern Recognition, 2016, 56:116-128."

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