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update name of the method on README
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README.md

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<!-- -*- eval: (git-gutter-mode); -*- -->
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# Specialized Support Vector Machines (SSVM) — Results
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# Open-Set Support Vector Machines (OSSVM) — Results
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In this repository, we provide the raw results obtained from the experiments accomplished in the paper entitled "Specialized Support Vector Machines for Open-set Recognition".
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In this repository, we provide the raw results obtained from the experiments accomplished in the paper entitled "Open-Set Support Vector Machines".
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We also provide the scripts we have employed for performing the statistical tests and generating diagrams present in the paper.
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For generating those diagrams, it is required to have [Python 3](https://www.python.org/) and [GNU make](https://www.gnu.org/software/make/) installed.
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`wsvm` | Weibull-calibrated SVM | ![](figs/wsvm.png) | Walter J. Scheirer, Lalit P. Jain, and Terrance E. Boult. [Probability models for open set recognition](https://doi.org/10.1109/TPAMI.2014.2321392). _**IEEE Transactions on Pattern Analysis and Machine Intelligence**_, 36(11):2317–2324, November 2014.
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`pisvm` | SVM with Probability of Inclusion | ![](figs/pisvm.png) | Lalit P. Jain, Walter J. Scheirer, and Terrance E. Boult. [Multi-class open set recognition using probability of inclusion](https://doi.org/10.1007/978-3-319-10578-9_26). In _**European Conference on Computer Vision**_, volume 8691, part III of Lecture Notes in Computer Science, pages 393–409, September 2014.
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`evm` | Extreme Value Machine | ![](figs/evm.png) | Ethan M. Rudd, Lalit P. Jain, Walter J. Scheirer, and Terrance E. Boult. [The Extreme Value Machine](https://doi.org/10.1109/TPAMI.2017.2707495). _**IEEE Transactions on Pattern Analysis and Machine Intelligence**_, 40(3):762–768, March 2018.
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`ssvm` | Specialized SVM | ![](figs/ssvm.png) | **Proposed method**
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`ssvm` | Open-Set SVM | ![](figs/ssvm.png) | **Proposed method**
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The suffix `O` or `C` in the representation name of each of those classifiers indicate if it was trained by performing open- or closed-set grid search approach, respectively.
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figs/AKS.png

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figs/AUS.png

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figs/FMmacro.png

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figs/FMmicro.png

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figs/HNA.png

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figs/NA.png

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figs/OSFMmacro.png

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figs/OSFMmicro.png

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figs/dbc.png

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figs/evm.png

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figs/ocsvm.png

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figs/onevset.png

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figs/pisvm.png

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figs/ssvm.png

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figs/svdd.png

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figs/svm.png

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figs/wsvm.png

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generate_classifier_names.sh

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fontsize=10
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/evm.png -s ${fontsize} "\mathrm{EVM}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/svm.png -s ${fontsize} "\mathrm{SVM}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/dbc.png -s ${fontsize} "\mathrm{DBC}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/onevset.png -s ${fontsize} "\mathrm{1VS}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/ocsvm.png -s ${fontsize} "\mathrm{SVM}^{\mbox{\scriptsize OC}}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/svdd.png -s ${fontsize} "\mathrm{SVDD}^{\mbox{\scriptsize OC}}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/wsvm.png -s ${fontsize} "\mathrm{WSVM}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/pisvm.png -s ${fontsize} "\mathrm{PISVM}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/ssvm.png -s ${fontsize} "\mathrm{SSVM}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/evm.png -s ${fontsize} "\mathrm{EVM}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/svm.png -s ${fontsize} "\mathrm{SVM}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/dbc.png -s ${fontsize} "\mathrm{DBC}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/onevset.png -s ${fontsize} "\mathrm{1VS}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/ocsvm.png -s ${fontsize} "\mathrm{SVM}^{\mbox{\scriptsize OC}}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/svdd.png -s ${fontsize} "\mathrm{SVDD}^{\mbox{\scriptsize OC}}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/wsvm.png -s ${fontsize} "\mathrm{WSVM}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/pisvm.png -s ${fontsize} "\mathrm{PISVM}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/ssvm.png -s ${fontsize} "\mathrm{OSSVM}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/NA.png -s ${fontsize} "\mathrm{NA}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/HNA.png -s ${fontsize} "\mathrm{HNA}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/OSFMmacro.png -s ${fontsize} "\mathrm{OSFM}_{\mbox{\scriptsize M}}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/OSFMmicro.png -s ${fontsize} "\mathrm{OSFM}_{\mu}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/FMmacro.png -s ${fontsize} "\mathrm{FM}_{\mbox{\scriptsize M}}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/FMmicro.png -s ${fontsize} "\mathrm{FM}_{\mu}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/AKS.png -s ${fontsize} "\mathrm{AKS}"
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/home/pedrormjunior/Downloads/tex2im/tex2im -z -a -o figs/AUS.png -s ${fontsize} "\mathrm{AUS}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/NA.png -s ${fontsize} "\mathrm{NA}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/HNA.png -s ${fontsize} "\mathrm{HNA}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/OSFMmacro.png -s ${fontsize} "\mathrm{OSFM}_{\mbox{\scriptsize M}}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/OSFMmicro.png -s ${fontsize} "\mathrm{OSFM}_{\mu}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/FMmacro.png -s ${fontsize} "\mathrm{FM}_{\mbox{\scriptsize M}}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/FMmicro.png -s ${fontsize} "\mathrm{FM}_{\mu}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/AKS.png -s ${fontsize} "\mathrm{AKS}"
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~/Downloads/tex2im/tex2im -z -a 1 -o ${PWD}/figs/AUS.png -s ${fontsize} "\mathrm{AUS}"

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