Methods › General › Ensembling › FRbE
Fuzzy Rank-based Ensemble
FRbE
Introduced by Ankur Manna et al. in A Fuzzy Rank-based Ensemble of CNN Models for Classification of Cervical Cytology
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
The motive for ensembling is to utilize each of the confidence factors generated from base learners fully by mapping them into non-linear functions. One of the mapped values signifies the abidance or closeness to 1 and the other one signifies the deviation from 1. This proposed approach overcomes the shortcoming of the conventional ranking methods. The scores from base learners are mapped on two different functions having different concavities to generate non-linear fuzzy ranks and generate a fused score by combining these two ranks, which helps us to quantify the total deviation from expected. Lesser the deviation shows better confidence towards a particular class. The class having the lowest deviation value is considered as the winner and is assigned as the final class value. Here, we first give a brief overview of the pre-trained CNN models used as base learners.
Papers archive 2025-07-28
2 shown of 2, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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A fuzzy rank-based ensemble of CNN models for MRI segmentation 28 Dec 2024 · 1 repository
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A Fuzzy Rank-based Ensemble of CNN Models for Classification of Cervical Cytology 15 Jul 2021 · 2 repositories
Tasks archive 2025-07-28
7 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Decision Making | 1 |
| Image Classification | 1 |
| MRI segmentation | 1 |
| Segmentation | 1 |
| Sensitivity | 1 |
| Tumor Segmentation | 1 |
| image-classification | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
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