https://www.limswiki.org/index.php?action=history&feed=atom&title=File%3AFig1_Signoroni_NatComm23_14.png 2026-09-26T23:06:44Z Revision history for this page on the wiki MediaWiki 1.43.9 https://www.limswiki.org/index.php?title=File:Fig1_Signoroni_NatComm23_14.png&diff=58661&oldid=prev 2024-03-03T16:26:52Z

<p>Added summary.</p> <table style="background-color: #fff; color: #202122;" 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 16:26, 3 March 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 colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">==Summary==</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">{{Information</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">|Description='''Figure 1.''' '''a''' The full laboratory automation (FLA) workflow and the role of the proposed solutions. '''b''' DeepColony hierarchical architecture of the operational and decision-making processes. '''c''' Example of “enumeration map” (level 0 output) where the cardinality of colony aggregates is indicated with colors and numbers. An “X” appears on colonies discarded because they are located in color distortion areas. '''d''' Example (on the same plate) of selected “good colonies” (level 1 output) with their presumptive ID (level 2 output). An “X” appears on colonies discarded because they are not single or too close to the plate border or to confluence areas. Detected species ''S&lt;sub&gt;i&lt;/sub&gt;'' are indicated for each colony with colors and corresponding legend. '''e''' Outputs of level 3 and 4 are shown on the same plate. ''G&lt;sub&gt;i&lt;/sub&gt;'' refers to species ID updated after similarity-driven contextual grouping, while subsequent clinical relevance interpretation indicates a significant mixed flora plate, where best colonies eligible for picking are indicated with arrows. '''f''' Convolutional neural network (CNN) architecture for single colony presumptive ID (red box at level 2). '''g''' “Siamese CNN” scheme (red box at level 3) for contextual ID.</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">|Source={{cite journal |title=Hierarchical AI enables global interpretation of culture plates in the era of digital microbiology |journal=Nature Communications |author=Signoroni, Alberto; Ferrari, Alessandro; Lombardi, Stefano; Savardi, Mattia; Fontana, Stefania; Culbreath, Karissa |volume=14 |at=6874 |year=2023 |doi=10.1038/s41467-023-42563-1}}</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">|Author=Signoroni, Alberto; Ferrari, Alessandro; Lombardi, Stefano; Savardi, Mattia; Fontana, Stefania; Culbreath, Karissa</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">|Date=2023</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">|Permission=[https://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International]</ins></div></td></tr> <tr><td colspan="2" class="diff-side-deleted"></td><td class="diff-marker" data-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><ins style="font-weight: bold; text-decoration: none;">}}</ins></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;"><br></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;"><br></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>== Licensing ==</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>== Licensing ==</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;"><div>{{cc-by-4.0}}</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>{{cc-by-4.0}}</div></td></tr> <!-- diff cache key limswiki:diff:1.41:old-58660:rev-58661:php=table --> </table>

Shawndouglas https://www.limswiki.org/index.php?title=File:Fig1_Signoroni_NatComm23_14.png&diff=58660&oldid=prev 2024-03-03T16:21:24Z

<p></p> <p><b>New page</b></p><div><br /> == Licensing ==<br /> {{cc-by-4.0}}</div>

Shawndouglas