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hiperespectral:wtss-emp [2016/08/23 11:00] – [Abstract] pablo.quesada | hiperespectral:wtss-emp [2016/08/24 12:21] (actual) – [Classification Results] pablo.quesada |
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MATLAB code, including some tools for data management and the training and test samples used in the experiments. | MATLAB code, including some tools for data management and the training and test samples used in the experiments. |
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* WTSS-EMP scheme: //commin_soon.zip// | * WTSS-EMP scheme: {{:hiperespectral:wtss-emp.zip|}} |
* Training / Test samples used in the experiments: //commin_soon.zip// | * Training / Test samples used in the experiments: {{:hiperespectral:tt_samples.zip|}} |
* Hyperspectral datasets from Universidad del Pais Vasco: [[http://www.ehu.es/ccwintco/index.php?title=Hyperspectral_Remote_Sensing_Scenes|www.ehu.es]] except for the Indian Pines dataset downloaded from ftp://ftp.ecn.purdue.edu/biehl/MultiSpec/92AV3C.tif.zip | * Hyperspectral datasets from Universidad del Pais Vasco: [[http://www.ehu.es/ccwintco/index.php?title=Hyperspectral_Remote_Sensing_Scenes|www.ehu.es]] except for the Indian Pines dataset downloaded from ftp://ftp.ecn.purdue.edu/biehl/MultiSpec/92AV3C.tif.zip |
* Supervised classification carried out using the [[https://www.csie.ntu.edu.tw/~cjlin/libsvm/|LIBSVM library]] and the [[http://www.ntu.edu.sg/home/egbhuang/elm_codes.html|ELM algorithm]] (with random hidden nodes and random hidden neurons). | * Supervised classification carried out using the [[https://www.csie.ntu.edu.tw/~cjlin/libsvm/|LIBSVM library]] and the [[http://www.ntu.edu.sg/home/egbhuang/elm_codes.html|ELM algorithm]] (with random hidden nodes and random hidden neurons). |
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==== Classification Maps ==== | ==== Classification Results ==== |
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Execution outputs as PNG and TXT | The following zip files have the output (TXT) produced by the SVM and ELM pixelwise classifiers, the WT-EMP scheme and the WTSS-EMP scheme, including the experimental results in the presence of noise. These results correspond to the test samples used in the experiments. |
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* Pavia Univ.: //comming_soon.zip// | |
* Pavia City: //comming_soon.zip// | |
* Indian Pines: //comming_soon.zip// | |
* Salinas: //comming_soon.zip// | |
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| * Pavia Univ.: {{:hiperespectral:results_paviau_pixelwise.zip|}}, {{:hiperespectral:results_paviau_wtemp.zip|}}, {{:hiperespectral:results_paviau_wtssemp.zip|}} |
| * Pavia City: {{:hiperespectral:results_paviac_pixelwise.zip|}}, {{:hiperespectral:results_paviac_wtemp.zip|}}, {{:hiperespectral:results_paviac_wtssemp.zip|}} |
| * Indian Pines: {{:hiperespectral:results_indianp_pixelwise.zip|}}, {{:hiperespectral:results_indianp_wtemp.zip|}}, {{:hiperespectral:results_indianp_wtssemp.zip|}} |
| * Salinas: {{:hiperespectral:results_salinas_pixelwise.zip|}}, {{:hiperespectral:results_salinas_wtemp.zip|}}, {{:hiperespectral:results_salinas_wtssemp.zip|}} |
===== License ===== | ===== License ===== |
{{:hiperespectral:by-bc-sa_88x31.png?nolink|The underlying research materials for this article are licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.}} | {{:hiperespectral:by-bc-sa_88x31.png?nolink|The underlying research materials for this article are licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.}} |
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The underlying research materials for this article are licensed under a [[http://creativecommons.org/licenses/by-nc-sa/4.0/|Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License]]. | The underlying research materials for this article are licensed under a [[http://creativecommons.org/licenses/by-nc-sa/4.0/|Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License]]. |