AISO
AISO annotates image segments with ontology-based controlled vocabularies to produce semantically standardized annotations of biological images from high-throughput genome–phenome experiments.
Key Features:
- Segmentation: Manual segmentation of biological images into distinct regions or features to delineate anatomical structures and phenotypic variations.
- Ontology-Based Annotation: Integration of ontology terms from controlled vocabularies to provide semantically contextualized and interoperable annotations.
- Spatial Coordinates: Recording of precise spatial coordinates for annotated features to enable use by computer vision algorithms and generation of training datasets for machine learning.
- Analytical Support: Support for analytical applications including biological data mining, predictive annotation, semantic inference, and comparative analyses.
Scientific Applications:
- Taxonomic and Phenotypic Studies: Annotation of images with taxonomic and phenotypic terms to support inter- and intra-specific comparisons.
- Machine Learning Development: Creation of annotated datasets with precise coordinates to serve as training resources for computer vision and other machine learning algorithms.
- Data Integration and Mining: Standardized ontology-based annotations to facilitate integration of diverse datasets and enable comprehensive biological data mining.
Methodology:
Manual segmentation of images, assignment of ontology terms from controlled vocabularies to segments, and recording of precise spatial coordinates for each annotated feature.
Topics
Details
- Tool Type:
- desktop application
- Operating Systems:
- Linux, Windows, Mac
- Added:
- 8/3/2017
- Last Updated:
- 11/25/2024
Operations
Publications
Lingutla NT, Preece J, Todorovic S, Cooper L, Moore L, Jaiswal P. AISO: Annotation of Image Segments with Ontologies. Journal of Biomedical Semantics. 2014;5(1). doi:10.1186/2041-1480-5-50. PMID:25584184. PMCID:PMC4290088.
Documentation
General
http://planteome.org/Links
Software catalogue
http://www.mybiosoftware.com/aiso-0-3-image-segmentation-tool.html