All Depositions

Deposition

DeePiCt Training and Evaluation Datasets

  • Deposition ID:CZCDP-10000

Release Date: 2023-06-01

Last Modified: 2023-06-01

key visualization for DeePiCt Training and Evaluation Datasets

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

Deposition Overview

Datasets comprising 20 annotated Schizosaccharomyces pombe cryo-electron tomograms, with 10 tomograms acquired using a Volta phase plate (VPP) for enhanced contrast and 10 using conventional defocus. The dataset includes comprehensive annotations of ribosomes, fatty acid synthases, membranes, organelles, and cytosol. Additionally, 3 tomograms of RPE-1 cells used to train networks for actin segmentation are included. These datasets enabled the development and validation of DeePiCt, a deep learning framework combining 2D and 3D convolutional neural networks for cellular structure segmentation and macromolecular complex localization across different species and acquisition conditions.

Deposition Data

Annotations:175

Tomograms:23

Related Databases

Methods Summary

Annotations
Method Type
Method Details
Method Links
15
Hybrid
3D CNN prediction + manual correction
40
Hybrid
Cumulative template-matching trained 2D CNN predictions + visual filtering + distance constraints + manual addition
58
Hybrid
spectrum equalization filter + 2D CNN prediction + manual correction
59
Hybrid
manual segmentation

Not Submitted

3
Automated
2D CNN + 3D CNN hyperparameter tuning

Not Submitted


Deposited Data

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Data Contents

Tilt SeriesAvailable
FramesAvailable
CTFNA
AlignmentAvailable

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175 of 175 Annotations

Annotation Name
Object Shape Type
Method Type
Deposited In

100actin filament

Annotation ID: AN-2107

Ground Truth
SegmentationMask
Manual

100actin filament

Annotation ID: AN-2105

Ground Truth
SegmentationMask
Manual

100actin filament

Annotation ID: AN-2103

Ground Truth
SegmentationMask
Manual

100fatty acid synthase complex

Annotation ID: AN-15271

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15270

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15269

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15268

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15267

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15266

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15265

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15264

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15263

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15262

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15261

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15260

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15259

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15258

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15257

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15256

Ground Truth
Point
Hybrid

100fatty acid synthase complex

Annotation ID: AN-15255

Ground Truth
Point
Hybrid
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