Supplementary code for DBS pointnet

Supplementary code for DBS pointnet

<p dir="ltr">Personalizing deep brain stimulation (DBS) for Parkinson disease (PD) remains challenging due to trial-and-error programming and feature-engineered models that fail to capture critical 3D spatial-field interactions.Traditional volume of tissue activated (VTA) models focu...

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Príomhchruthaitheoir:	Shumao Xu (15201127) (author)
Foilsithe / Cruthaithe:	2025
Ábhair:	Clinimetrics Surgery DBS, PointNet, Parkinson disease
Clibeanna:	Cuir clib leis Níl clibeanna ann, Bí ar an gcéad duine le clib a chur leis an taifead seo!

Míreanna comhchosúla

Data for MERLIN
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Table 1_Videonystagmography features and clinical symptoms correlate with Parkinson's clinical subtypes.docx
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Data Sheet 1_Complementary therapies intervention in Parkinson’s disease: systematic review and meta-analysis.docx
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Table 1_VPS35 D620N mutation impairs neurogenesis and promotes ferroptosis in Parkinson’s disease by using molecular docking, molecular dynamic simulation, and cellular model.docx
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Data Sheet 1_Multimodal MRI reveals distinct hippocampal subregional alterations in de novo Parkinson’s disease across the cognitive spectrum.docx
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Code and data availability information for Nature Communications manuscript NCOMMS-25-53114-T (in review)
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Supplementary file 1_A multimodal MRI framework employing machine learning for detecting beginning cognitive impairment in Parkinson’s disease.docx
de réir: Kevin Balßuweit (22687529)
Foilsithe / Cruthaithe: (2025)

Table 1_A multimodal MRI framework employing machine learning for detecting beginning cognitive impairment in Parkinson’s disease.docx
de réir: Kevin Balßuweit (22687529)
Foilsithe / Cruthaithe: (2025)

Data Sheet 1_A multimodal MRI framework employing machine learning for detecting beginning cognitive impairment in Parkinson’s disease.pdf
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Foilsithe / Cruthaithe: (2025)

Table 1_Cross-species validation of a 6-miRNA blood signature for Parkinson’s disease: from MPTP mice to human PBMC and serum exosomes.docx
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Table 1_Subacute edema progression after acute ischemic stroke: impact of intravenous alteplase administration and reperfusion degree.docx
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Table 2_Outcomes after liposuction-based treatment of lymphedema: a systematic review and meta-analysis.docx
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Foilsithe / Cruthaithe: (2025)

Table 3_Outcomes after liposuction-based treatment of lymphedema: a systematic review and meta-analysis.docx
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Table 1_Outcomes after liposuction-based treatment of lymphedema: a systematic review and meta-analysis.pdf
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Video 2_Potential of methylene blue fluorescence angiography for multiple intraoperative tissue perfusion assessments in plastic and reconstructive surgery: current knowledge and prospects.mp4
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Video 3_Potential of methylene blue fluorescence angiography for multiple intraoperative tissue perfusion assessments in plastic and reconstructive surgery: current knowledge and prospects.mp4
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Figure 1 -SB Participants’ feedback
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Impacts of pruning and quantization on the model performances.
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Computational efficiency of the models.
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Segmentation accuracy of the models.
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Training and implementation details.
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Fold assignments for each evaluation round.
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Studies on the use of 2D CNN-based models for spleen segmentation from 3D CT images.
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Qualitative comparison of spleen segmentation results on the DSDS: (a) Input CT slice, (b) Ground Truth (red boundary), (c) UPerNet prediction, (d) EMANet prediction, (e) CCNet prediction, (f) SegNet prediction, (g) ShuffleNet prediction, (h) SVNC-Net prediction.
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Qualitative comparison of spleen segmentation results on the MSD dataset: (a) Input CT slice, (b) Ground Truth (red boundary), (c) UPerNet prediction, (d) EMANet prediction, (e) CCNet prediction, (f) SegNet prediction, (g) ShuffleNet prediction, (h) SVNC-Net prediction.
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A sample of DSDS spleen dataset: (a) Raw image; (b) Ground truth (spleen region is indicated as green color); (c) 3D display.
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A sample of MSD spleen dataset: (a) Raw image; (b) Ground truth (spleen region is indicated as green color); (c) 3D display.
de réir: Mehmet Zahid Genc (22683526)
Foilsithe / Cruthaithe: (2025)

The process of standard convolution and depthwise separable convolution.
de réir: Mehmet Zahid Genc (22683526)
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