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文件名称:deepSVDD-master

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    2018-03-27
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    6.75mb
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A deep one-class classification based method for the task of high-dimensional anomaly detection for large-scale applications.

This repository includes the code for the experiments carried out for the Master’s Thesis “Deep Support Vector Data Descr iption” by Lukas Ruff, Humboldt University of Berlin.(A deep one-class classification based method for the task of high-dimensional anomaly detection for large-scale applications.)
相关搜索: deepSVDD matlab

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下载文件列表

文件名大小更新时间
deepSVDD-master 0 2017-10-06
deepSVDD-master\.gitignore 987 2017-10-06
deepSVDD-master\LICENSE 1072 2017-10-06
deepSVDD-master\README.md 2518 2017-10-06
deepSVDD-master\data 0 2017-10-06
deepSVDD-master\data\.gitkeep 0 2017-10-06
deepSVDD-master\deepSVDD.pdf 7140765 2017-10-06
deepSVDD-master\log 0 2017-10-06
deepSVDD-master\log\.gitkeep 0 2017-10-06
deepSVDD-master\requirements.txt 598 2017-10-06
deepSVDD-master\src 0 2017-10-06
deepSVDD-master\src\__init__.py 0 2017-10-06
deepSVDD-master\src\autoencoder.py 13005 2017-10-06
deepSVDD-master\src\baseline.py 17607 2017-10-06
deepSVDD-master\src\baseline_kde.py 3927 2017-10-06
deepSVDD-master\src\baseline_ocsvm.py 4114 2017-10-06
deepSVDD-master\src\config.py 3004 2017-10-06
deepSVDD-master\src\datasets 0 2017-10-06
deepSVDD-master\src\datasets\__init__.py 0 2017-10-06
deepSVDD-master\src\datasets\__local__.py 109 2017-10-06
deepSVDD-master\src\datasets\adult.py 1463 2017-10-06
deepSVDD-master\src\datasets\augmentation.py 369 2017-10-06
deepSVDD-master\src\datasets\base.py 2642 2017-10-06
deepSVDD-master\src\datasets\bedroom.py 9816 2017-10-06
deepSVDD-master\src\datasets\cifar10.py 13815 2017-10-06
deepSVDD-master\src\datasets\iterator.py 1256 2017-10-06
deepSVDD-master\src\datasets\main.py 1057 2017-10-06
deepSVDD-master\src\datasets\mnist.py 11844 2017-10-06
deepSVDD-master\src\datasets\normal.py 5212 2017-10-06
deepSVDD-master\src\datasets\preprocessing.py 10710 2017-10-06
deepSVDD-master\src\datasets\toy.py 9802 2017-10-06
deepSVDD-master\src\deprecated 0 2017-10-06
deepSVDD-master\src\deprecated\toy_exp.py 6273 2017-10-06
deepSVDD-master\src\deprecated\toy_normal_exp1.py 12636 2017-10-06
deepSVDD-master\src\experiments 0 2017-10-06
deepSVDD-master\src\experiments\bedroom_svdd_experiments.sh 69 2017-10-06
deepSVDD-master\src\experiments\cifar10_cae_experiments.sh 800 2017-10-06
deepSVDD-master\src\experiments\cifar10_kde_experiments.sh 560 2017-10-06
deepSVDD-master\src\experiments\cifar10_ocsvm_experiments.sh 1912 2017-10-06
deepSVDD-master\src\experiments\cifar10_svdd_experiments_adam.sh 830 2017-10-06
deepSVDD-master\src\experiments\cifar10_svdd_experiments_adam_supervised_init.sh 1120 2017-10-06
deepSVDD-master\src\experiments\cifar10_svdd_experiments_adam_wo_dict_init.sh 2021 2017-10-06
deepSVDD-master\src\experiments\cifar10_svdd_experiments_adam_wo_wd.sh 1881 2017-10-06
deepSVDD-master\src\experiments\cifar10_svdd_experiments_momentum.sh 1961 2017-10-06
deepSVDD-master\src\experiments\mnist_cae_experiments.sh 770 2017-10-06
deepSVDD-master\src\experiments\mnist_kde_experiments.sh 1040 2017-10-06
deepSVDD-master\src\experiments\mnist_ocsvm_experiments.sh 3942 2017-10-06
deepSVDD-master\src\experiments\mnist_svdd_experiments_adam.sh 879 2017-10-06
deepSVDD-master\src\experiments\mnist_svdd_experiments_adam_supervised_init.sh 2281 2017-10-06
deepSVDD-master\src\experiments\mnist_svdd_experiments_adam_wo_dict_init.sh 940 2017-10-06
deepSVDD-master\src\experiments\mnist_svdd_experiments_adam_wo_wd.sh 1880 2017-10-06
deepSVDD-master\src\experiments\mnist_svdd_experiments_momentum.sh 2961 2017-10-06
deepSVDD-master\src\kde.py 4844 2017-10-06
deepSVDD-master\src\kernels 0 2017-10-06
deepSVDD-master\src\kernels\__init__.py 85 2017-10-06
deepSVDD-master\src\kernels\degree.py 636 2017-10-06
deepSVDD-master\src\kernels\weighted_degree.py 1006 2017-10-06
deepSVDD-master\src\layers 0 2017-10-06
deepSVDD-master\src\layers\__init__.py 499 2017-10-06
deepSVDD-master\src\layers\abs.py 566 2017-10-06
deepSVDD-master\src\layers\batch_norm.py 2660 2017-10-06
deepSVDD-master\src\layers\conv.py 3293 2017-10-06
deepSVDD-master\src\layers\dense.py 3369 2017-10-06
deepSVDD-master\src\layers\dimshuffle.py 506 2017-10-06
deepSVDD-master\src\layers\dropout.py 933 2017-10-06
deepSVDD-master\src\layers\fun.py 13499 2017-10-06
deepSVDD-master\src\layers\leaky_relu.py 733 2017-10-06
deepSVDD-master\src\layers\maxpool.py 2308 2017-10-06
deepSVDD-master\src\layers\norm.py 728 2017-10-06
deepSVDD-master\src\layers\ocsvm.py 1062 2017-10-06
deepSVDD-master\src\layers\relu.py 1457 2017-10-06
deepSVDD-master\src\layers\reshape.py 553 2017-10-06
deepSVDD-master\src\layers\sigmoid.py 500 2017-10-06
deepSVDD-master\src\layers\softmax.py 500 2017-10-06
deepSVDD-master\src\layers\svm.py 4455 2017-10-06
deepSVDD-master\src\layers\unpool.py 958 2017-10-06
deepSVDD-master\src\layers\upscale.py 635 2017-10-06
deepSVDD-master\src\layers\weight_norm.py 713 2017-10-06
deepSVDD-master\src\neuralnet.py 32952 2017-10-06
deepSVDD-master\src\opt 0 2017-10-06
deepSVDD-master\src\opt\__init__.py 0 2017-10-06
deepSVDD-master\src\opt\sgd 0 2017-10-06
deepSVDD-master\src\opt\sgd\__init__.py 39 2017-10-06
deepSVDD-master\src\opt\sgd\train.py 15218 2017-10-06
deepSVDD-master\src\opt\sgd\updates.py 30016 2017-10-06
deepSVDD-master\src\scripts 0 2017-10-06
deepSVDD-master\src\scripts\bedroom_svdd.sh 580 2017-10-06
deepSVDD-master\src\scripts\cifar10_cae.sh 699 2017-10-06
deepSVDD-master\src\scripts\cifar10_kde.sh 327 2017-10-06
deepSVDD-master\src\scripts\cifar10_mc.sh 456 2017-10-06
deepSVDD-master\src\scripts\cifar10_ocsvm.sh 328 2017-10-06
deepSVDD-master\src\scripts\cifar10_svdd.sh 664 2017-10-06
deepSVDD-master\src\scripts\cifar10_svdd_mc_weights.sh 681 2017-10-06
deepSVDD-master\src\scripts\mnist_cae.sh 672 2017-10-06
deepSVDD-master\src\scripts\mnist_kde.sh 282 2017-10-06
deepSVDD-master\src\scripts\mnist_mc.sh 382 2017-10-06
deepSVDD-master\src\scripts\mnist_ocsvm.sh 293 2017-10-06
deepSVDD-master\src\scripts\mnist_svdd.sh 692 2017-10-06
deepSVDD-master\src\scripts\mnist_svdd_mc_weights.sh 661 2017-10-06
deepSVDD-master\src\svm.py 8233 2017-10-06

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