Deposition
CZII CryoET Object Identification Challenge - 3rd place solution - ONCE UPON A MOON
- Deposition ID:CZCDP-10321
Release Date: 2025-02-25
Last Modified: 2025-02-25
Photo Caption: Central slab of 4 representative tomograms with selected sets of annotations.
Deposition Overview
The 3rd place solution implements an ensemble of 3D UNet models with ResNet101 backbone, trained using Cross Entropy loss on all seven particle classes including the non-scored beta-amylase. Training utilizes smaller input dimensions (64×128×128) while inference benefits from larger dimensions (64×256×256), coupled with Exponential Moving Average (EMA) with a decay of 0.995 for model stabilization. The final submission consists of a 4-fold average ensemble (from 7-fold cross-validation) with test-time augmentation including flips along x, y, z axes and 90-degree rotations in the x-y plane.
Authors
- tangtang1999
Deposition Data
Annotations:2,380
Publications
Not Submitted
Related Databases
Not Submitted
Annotation Methods Summary
Datasets with Deposition Data
2 of 2 Datasets
Dataset Name | Organism | Runs With deposition data | Annotations Deposition only | Annotated Objects Deposition only | |
|---|---|---|---|---|---|
 | Dataset ID: DS-10445
| -- | 121 | 595 |
|
 | Dataset ID: DS-10446
| -- | 364 | 1,785 |
|