https://wiki.osgeo.org/w/index.php?action=history&feed=atom&title=Torchgeo 2026-04-16T01:04:30Z Revision history for this page on the wiki MediaWiki 1.35.9 https://wiki.osgeo.org/w/index.php?title=Torchgeo&diff=132031&oldid=prev 2024-05-06T05:06:23Z

<p></p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 05:06, 6 May 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l9" >Line 9:</td> <td colspan="2" class="diff-lineno">Line 9:</td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>TorchGeo is a PyTorch domain library, similar to torchvision, providing datasets, samplers, transforms, and pre-trained models specific to geospatial data.</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>TorchGeo is a PyTorch domain library, similar to torchvision, providing datasets, samplers, transforms, and pre-trained models specific to geospatial data.</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>The goal of this library is to make it simple:</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>The goal of this library is to make it simple: for machine learning experts to work with geospatial data, and for remote sensing experts to explore machine learning solutions.</div></td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div> </div></td><td colspan="2"> </td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>for machine learning experts to work with geospatial data, and</div></td><td colspan="2"> </td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>for remote sensing experts to explore machine learning solutions.</div></td><td colspan="2"> </td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Core Features ==</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>== Core Features ==</div></td></tr> </table>

Darkblueb https://wiki.osgeo.org/w/index.php?title=Torchgeo&diff=132030&oldid=prev 2024-05-06T05:05:25Z

<p>img</p> <table class="diff diff-contentalign-left diff-editfont-monospace" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 05:05, 6 May 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l1" >Line 1:</td> <td colspan="2" class="diff-lineno">Line 1:</td></tr> <tr><td class='diff-marker'>−</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>[[File:<del class="diffchange diffchange-inline">Mapserver</del>.png<del class="diffchange diffchange-inline">|377px</del>|thumb|right|<del class="diffchange diffchange-inline">MapServer </del>logo]]</div></td><td class='diff-marker'>+</td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>[[File:<ins class="diffchange diffchange-inline">Torchgeo logo 370x206</ins>.png|thumb|right|<ins class="diffchange diffchange-inline">torchGeo </ins>logo]]</div></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"></td></tr> <tr><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>'''torchGeo is an incubating OSGeo project.'''</div></td><td class='diff-marker'> </td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>'''torchGeo is an incubating OSGeo project.'''</div></td></tr> </table>

Darkblueb https://wiki.osgeo.org/w/index.php?title=Torchgeo&diff=132028&oldid=prev 2024-05-06T04:58:32Z

<p>Created page with &quot;<a href="/wiki/File:Mapserver.png" title="File:Mapserver.png">377px|thumb|right|MapServer logo</a> &#039;&#039;&#039;torchGeo is an incubating OSGeo project.&#039;&#039;&#039; == Description == &#039;&#039;From the OSGeo project page:&#039;&#039; [https://www.osgeo...&quot;</p> <p><b>New page</b></p><div>[[File:Mapserver.png|377px|thumb|right|MapServer logo]]<br /> <br /> '''torchGeo is an incubating OSGeo project.'''<br /> <br /> == Description ==<br /> ''From the OSGeo project page:''<br /> <br /> [https://www.osgeo.org/projects/torchgeo/]<br /> TorchGeo is a PyTorch domain library, similar to torchvision, providing datasets, samplers, transforms, and pre-trained models specific to geospatial data.<br /> <br /> The goal of this library is to make it simple:<br /> <br /> for machine learning experts to work with geospatial data, and<br /> for remote sensing experts to explore machine learning solutions.<br /> <br /> == Core Features ==<br /> * Geospatial Datasets and Samplers<br /> * 20+ data loaders for satellite imagery and masks<br /> * Automatic CRS reprojection and resampling<br /> * Support for multimodal learning and data fusion<br /> * Benchmark Datasets<br /> * 50+ data loaders for benchmark datasets<br /> * Quickly experiment with a variety of models<br /> * Automatically download most datasets<br /> * Pre-Trained Weights<br /> * 40+ models pre-trained on geospatial data<br /> * Native support for multispectral imagery<br /> * Enables transfer learning on smaller datasets<br /> * Reproducibility with Lightning<br /> * Builtin train/val/test splits and data augmentation<br /> * Classification, regression, detection, segmentation<br /> * Command-line interface, support for YAML files<br /> <br /> <br /> [[Category:OSGeo Project]]<br /> [[Category:torchGeo]]</div>

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