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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
1936
Automated
Prediction using SABER + Threshold at 0.5
Source Code:SABER
+1 more
2237
Automated
Prediction using SABER
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-131424

Ground Truth
SegmentationMask
Hybrid

107inclusion body

Annotation ID: AN-131423

Ground Truth
SegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-131421

Ground Truth
InstanceSegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-131420

Ground Truth
SegmentationMask
Hybrid

108inclusion body

Annotation ID: AN-131376

Ground Truth
SegmentationMask
Hybrid

107inclusion body

Annotation ID: AN-131375

Ground Truth
SegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-131373

Ground Truth
InstanceSegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-131372

Ground Truth
SegmentationMask
Hybrid

109inclusion body

Annotation ID: AN-131341

Ground Truth
SegmentationMask
Hybrid

108inclusion body

Annotation ID: AN-131340

Ground Truth
SegmentationMask
Hybrid

106intracellular anatomical structure

Annotation ID: AN-131338

Ground Truth
InstanceSegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-131337

Ground Truth
SegmentationMask
Hybrid

106inclusion body

Annotation ID: AN-131330

Ground Truth
SegmentationMask
Hybrid

105inclusion body

Annotation ID: AN-131328

Ground Truth
SegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-131326

Ground Truth
InstanceSegmentationMask
Hybrid

103intracellular anatomical structure

Annotation ID: AN-131324

Ground Truth
SegmentationMask
Hybrid

108inclusion body

Annotation ID: AN-131288

Ground Truth
SegmentationMask
Hybrid

107inclusion body

Annotation ID: AN-131287

Ground Truth
SegmentationMask
Hybrid

105intracellular anatomical structure

Annotation ID: AN-131285

Ground Truth
InstanceSegmentationMask
Hybrid

104intracellular anatomical structure

Annotation ID: AN-131284

Ground Truth
SegmentationMask
Hybrid
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