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tang16's Projects

spikesortingpca_dbscan

Spike sorting implemented with principal component analysis (PCA) and density-based spatial clustering of applications with noise (DBSCAN) for extracellular differential electrode recordings.

split

Multiplicative Sparse Feature Decomposition for Efficient Multi-View Multi-Task Learning

spmld

Self-Paced Multi-Label Learning with Diversity

ssd-resnet-attention-featurefusion

SSD 改进：backbone增加resnet，并针对resnet加入attention机制，为了充分利用细节特征和语义特征，还加入了特征融合模型

ssiam

Self-supervised Siamese network (SSiam), FG 2019

ssl-data-augmentation

Semi Supervised Learning Methods for Data Augmentation

sslvq

Self-supervised multi-view learning vector quantization.

ssre

Cell type detection based on sparse subspace representation and similarity enhancement.

ssvgmm

A semi-supervised variational Gaussian mixture model

stacked-autoencoders-for-denoising

Stacked Autoencoders implementation for the image denoising

stacked_autoencoder

用 MATLAB 实现深度学习网络中的 stacked auto-encoder：使用AE variant（de-noising / sparse / contractive AE）进行预训练，用BP算法进行微调

stackedautoencoder

Stacked autoencoder exercise from http://ufldl.stanford.edu/

stepwiseselectionols

Best Subset Selection, Forward Stepwise, Backward Stepwise Classes in sk-learn style.

submito-xgboost

SubMito-XGBoost: predicting protein submitochondrial localization by fusing multiple feature information and eXtreme gradient boosting

subspace-learning-for-person-re-identification

Working on developing novel algorithms for Person Re-identification, which is the task of identifying the same person across camera networks with non-overlapping views, using Subspace Learning (Metric Learning). Primarily working on developing cross-view semantic learning algorithms,jointly learning common basis matrices,the view-specific semantic projection matrices and association functions for person re-id. Trying to generalize the approach for multi-view analysis to seek a set of linear semantic transforms and relationship mapping functions simultaneously. Working on the VIPeR dataset preliminarily.

subspaceclusteringmethods

Codes

subspacelearning

dimension reduction with python

support-vector-data-description-svdd

MATLAB Code for abnormal detection or fault detection using Support Vector Data Description (SVDD).

svd

Singular Value Decomposition Algorithms and Analysis with Image Compression

svd-lda-image-rec

Simple example of image recognition using singular value decomposition and linear discriminant analysis.

svd-pattern-recognition

Digit recognition using singular value decomposition.

svdensemble

Find neuronal ensembles with SVD method

svr_hdmr

A machine learning algorithm with user interface combining support vector machine with high dimensional model representation

tencent-ml-images

Largest multi-label image database; ResNet-101 model; 80.73% top-1 acc on ImageNet

tensorflow-cifar100

High-acc(>0.7) model(ResNet, ResNeXt, DenseNet, SENet, SE-ResNeXt) on TensorFlow.

tensorflow-cnn-finetune

Finetuning AlexNet, VGGNet and ResNet with TensorFlow

tensorflow-machine-learning-cookbook

Code repository for TensorFlow Machine Learning Cookbook by Packt

tensorflow-resnet-image-classification

这是之前我和我的组员参与Tiny-mind 手写汉字识别大赛的一个项目，主要实现了用Resnet或VGG16作为Backbone来训练一个分类任务以及基于opencv的一些图片数据集增强，最终我们组的成绩为TOP-5准确率99.19，排名5/700。这个项目也可以用于其他的图片分类任务，整个网络框架是基于Tensorflow实现的

tensorflow-windows-wheel

Tensorflow prebuilt binary for Windows

tensorflow2.0_resnet

A ResNet(ResNet18, ResNet34, ResNet50, ResNet101, ResNet152) implementation using TensorFlow-2.0.

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