ZivKassnerNK commited on
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367b395
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Initial upload of files

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README.md ADDED
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+ # segmentation-model-v3.1.3_spines
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+
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+ ### Performance Metrics
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+
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+ | Class | Precision | Precision_std | Recall | Recall_std | Mean_IoU | Mean_IoU_std |
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+ |:---------|------------:|----------------:|---------:|-------------:|-----------:|---------------:|
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+ | Junction | 58.4 | 24.4 | 41.46 | 26.47 | 0.32 | 0.19 |
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+ | process | 89.12 | 6.08 | 90.48 | 3.94 | 0.59 | 0.08 |
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+ | soma | 86.59 | 30.33 | 75.56 | 32.97 | 0.83 | 0.23 |
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+ | spine | 33.09 | 13.83 | 33.55 | 13.35 | 0.25 | 0.17 |
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+
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+
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+ ### Performance Metrics
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+
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+ | Bio object | gt | pr | pr/gt |
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+ |:------------------------------------|-----------------:|-----------------:|:--------|
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+ | Total_area_of_neuronal_process_um^2 | 1.03571e+06 | 1.45283e+06 | 140.27% |
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+ | Total_Length_of_neuronal_process_um | 81753.7 | 80158.1 | 98.05% |
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+ | Total_Area_of_soma_um^2 | 170835 | 139919 | 81.90% |
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+ | Number_of_soma_count | 50 | 34 | 68.00% |
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+ | junctions_count | 521 | 280 | 53.74% |
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+ | Number_of_spine_count | 783 | 399 | 50.96% |
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+ | Total_area_of_spine_um^2 | 41147 | 16813 | 40.86% |
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+
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+
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+ ### Plots
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+
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+ ![boxplot_soma.png](./plots/boxplot_soma.png)
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+ ![boxplot_spine.png](./plots/boxplot_spine.png)
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+ ![boxplot_Junction.png](./plots/boxplot_Junction.png)
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+ ![boxplot_process.png](./plots/boxplot_process.png)
bio_objects_summary.csv ADDED
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+ Bio object,gt,pr,pr/gt
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+ Total_area_of_neuronal_process_um^2,1035710.00,1452833.00,140.27%
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+ Total_Length_of_neuronal_process_um,81753.71,80158.07,98.05%
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+ Total_Area_of_soma_um^2,170835.00,139919.00,81.90%
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+ Number_of_soma_count,50.00,34.00,68.00%
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+ junctions_count,521.00,280.00,53.74%
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+ Number_of_spine_count,783.00,399.00,50.96%
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+ Total_area_of_spine_um^2,41147.00,16813.00,40.86%
class_metrics_raw.csv ADDED
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class_metrics_summary.csv ADDED
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+ Class,Precision,Precision_std,Recall,Recall_std,Mean_IoU,Mean_IoU_std
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+ Junction,58.4,24.4,41.46,26.47,0.32,0.19
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plots/boxplot_Junction.png ADDED
plots/boxplot_process.png ADDED
plots/boxplot_soma.png ADDED
plots/boxplot_spine.png ADDED
pr_bio_objects.csv ADDED
@@ -0,0 +1,31 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ image_name,type,Number_of_soma_count,Total_Area_of_soma_um^2,Total_Length_of_neuronal_process_um,Total_area_of_neuronal_process_um^2,Number_of_spine_count,Total_length_of_spine_um,Total_area_of_spine_um^2,junctions_count,Number_of_primary_neuronal_process_count,Total_Length_of_primary_neuronal_process_um,Number_of_puncta_psd_count,Total_area_of_puncta_psd_um^2,Number_of_puncta_syn_count,Total_area_of_puncta_syn_um^2,Number_of_puncta_coloc_count,Total_area_of_puncta_coloc_um^2,number_of_puncta_psd_coloc_count,number_of_puncta_syn_coloc_count,mean_dist_coloc_on_process_um,psd_area_on_soma_um^2,syn_area_on_soma_um^2,Mean_intensity_levels_of_psd_a.u,Mean_intensity_levels_of_syn_a.u
2
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