IEEE 2802-2022
$30.33
IEEE Standard for Performance and Safety Evaluation of Artificial Intelligence Based Medical Devices: Terminology (Approved Draft)
| Published By | Publication Date | Number of Pages |
| IEEE | 2022 |
New IEEE Standard – Active. This standard is aimed at establishing concepts and terminology for the performance and safety evaluation of artificial intelligence medical device, which covers basic technology, dataset, quality characteristics, quality evaluation and application scenario. The annex further provides basic equations for quality evaluation purpose.
PDF Catalog
| PDF Pages | PDF Title |
|---|---|
| 1 | Front Cover |
| 2 | Title page |
| 4 | Important Notices and Disclaimers Concerning IEEE Standards Documents |
| 8 | Participants |
| 10 | Introduction |
| 11 | Contents |
| 12 | 1. Overview 1.1 Scope 1.2 Purpose 1.3 Word usage |
| 13 | 2. Normative references 3. Definitions 3.1 Basic technical terminology |
| 15 | 3.2 Datasets terminology |
| 17 | 3.3 Quality characteristics |
| 18 | 3.4 Quality evaluation 3.4.1 Evaluation method 3.4.2 Evaluating metrics |
| 21 | 3.5 Application scenario |
| 23 | Annex A (informative) Description of formulas for evaluation metrics A.1 Performance of algorithms for computer-aided diagnosis A.1.1 Confusion matrix |
| 24 | A.1.2 Sensitivity A.1.3 Specificity |
| 25 | A.1.4 Miss rate A.1.5 Positive predictive A.1.6 Negative predictive A.1.7 Accuracy |
| 26 | A.1.8 Youden index A.1.9 Kappa coefficient A.2 Performance of algorithms for computer aided detection A.2.1 Lesion localization rate |
| 27 | A.2.2 Precision A.2.3 Non-lesion localization rate A.2.4 False positive rate A.2.5 F1-measure A.2.6 Average precision |
| 28 | A.2.7 Mean average precision A.3 Computer aided segmentation A.3.1 Recall A.3.2 Precision A.3.3 Dice coefficient |
| 29 | A.3.4 Jaccard coefficient/intersection over union (IoU) |
| 30 | Annex B (informative) Bibliography |
| 31 | Back Cover |
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