SATINN: Demo Files and Pre-trained Neural Networks for Mouse Seminiferous Image Analysis

Demo data for the development of SATINN, a neural network-based approach to analyzing mouse seminiferous images. The 1.1 GB archive contains sample test images and pre-trained neural networks for initial use. Author Ran Yang uploaded it to figshare on 2026-05-31 under a CC-BY-4.0 license.

Use Cases

• Testing the SATINN neural network pipeline based on the provided sample images.
• Benchmarking image analysis algorithms for mouse seminiferous tubules using the pre-trained models.
• Developing or adapting neural network architectures for histological image segmentation tasks.

Strengths

• Includes pre-trained neural networks, which can reduce initial setup time.
• The dataset is 1.1 GB in size, indicating it contains substantial sample data.

Limitations

• The description notes the data is in a developmental phase and may become outdated.
• Row count and column-level documentation are unknown, limiting suitability assessment.
• The description metadata is limited; actual data quality requires manual inspection after download.

Provenance

Source

figshare, uploaded by author Ran Yang.

Collection Method

Likely created as demonstration material for the SATINN tool.

Freshness

Last updated 2026-05-31 10:35:12; freshness should be verified as the tool is developmental.