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Deposition

Expert-in-the-loop guided automatic segmentations of cells and cellular structures using SABER

  • Deposition ID:CZCDP-10331

Release Date: 2026-03-09

Last Modified: 2026-03-09

key visualization for Expert-in-the-loop guided automatic segmentations of cells and cellular structures using SABER

Photo Caption: Central slab of 4 representative tomograms with selected sets of annotations.

Deposition Overview

This deposition contains segmentations of whole cells, lysosomes and components of bacterial cells. The segmentations were generated using the SABER package, which is a SAM2-based segmentation framework that uses an expert-in-the-loop approach to refine segmentations based on the embedding space of SAM2. Segmentations are provided as semantic masks, with a point at the center of mask indicating object instances. Authors are redacted pending peer review process.

Deposition Data

Annotations:4,916

Tomograms:0

Publications

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Related Databases

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Methods Summary

Annotations
Method Type
Method Details
Method Links
2237
Automated
Prediction using SABER
Source Code:SABER
+1 more
1936
Automated
Prediction using SABER + Threshold at 0.5
Source Code:SABER
+1 more

Deposited Data

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Data Contents

Tilt SeriesAvailable
FramesAvailable
CTFAvailable
AlignmentAvailable

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4,916 of 4,916 Annotations

Annotation Name
Object Shape Type
Method Type
Deposited In

108inclusion body

Annotation ID: AN-16146

Ground Truth
SegmentationMask
Hybrid

107inclusion body

Annotation ID: AN-16145

Ground Truth
SegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-16143

Ground Truth
InstanceSegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-16142

Ground Truth
SegmentationMask
Hybrid

108inclusion body

Annotation ID: AN-16009

Ground Truth
SegmentationMask
Hybrid

107inclusion body

Annotation ID: AN-16007

Ground Truth
SegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-16003

Ground Truth
InstanceSegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-16002

Ground Truth
SegmentationMask
Hybrid

106inclusion body

Annotation ID: AN-15859

Ground Truth
SegmentationMask
Hybrid

105inclusion body

Annotation ID: AN-15858

Ground Truth
SegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-15857

Ground Truth
InstanceSegmentationMask
Hybrid

103intracellular anatomical structure

Annotation ID: AN-15856

Ground Truth
SegmentationMask
Hybrid

108inclusion body

Annotation ID: AN-15748

Ground Truth
SegmentationMask
Hybrid

107inclusion body

Annotation ID: AN-15747

Ground Truth
SegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-15745

Ground Truth
InstanceSegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-15744

Ground Truth
SegmentationMask
Hybrid

108inclusion body

Annotation ID: AN-15611

Ground Truth
SegmentationMask
Hybrid

107inclusion body

Annotation ID: AN-15610

Ground Truth
SegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-15608

Ground Truth
InstanceSegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-15607

Ground Truth
SegmentationMask
Hybrid
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