Standardized evaluation of algorithms for computer-aided diagnosis of dementia based on structural MRI: The CADDementia challenge
- Submitting institution
-
The University of Reading
- Unit of assessment
- 11 - Computer Science and Informatics
- Output identifier
- 39288
- Type
- D - Journal article
- DOI
-
10.1016/j.neuroimage.2015.01.048
- Title of journal
- NeuroImage
- Article number
- -
- First page
- 562
- Volume
- 111
- Issue
- -
- ISSN
- 1053-8119
- Open access status
- Out of scope for open access requirements
- Month of publication
- -
- Year of publication
- 2015
- URL
-
-
- Supplementary information
-
-
- Request cross-referral to
- -
- Output has been delayed by COVID-19
- No
- COVID-19 affected output statement
- -
- Forensic science
- No
- Criminology
- No
- Interdisciplinary
- Yes
- Number of additional authors
-
49
- Research group(s)
-
9 - DSAI
- Citation count
- 145
- Proposed double-weighted
- No
- Reserve for an output with double weighting
- No
- Additional information
- The significance of this paper is that it presents a large scale evaluation of algorithms, for the classification of Alzheimer's disease, mild cognitive impairment and healthy subjects from multi-source brain MRI data, submitted to ‘CADDementia Challenge’ of the 2014 International Conference on Medical Image Computing & Computer Assisted Intervention. The main novelty is in the benchmarking: framework, performance evaluation and comparison. Since publication in 2014, the framework has been continuously used to evaluate and rank new algorithmic submissions and has gained acceptance as the standard for such an important medical application (caddementia.grand-challenge.org).
- Author contribution statement
- -
- Non-English
- No
- English abstract
- -
