Methods › General › Regularization › SCN

Self-Cure Network

SCN

18 papers tagged archive 2025-07-28

Introduced by Kai Wang et al. in Suppressing Uncertainties for Large-Scale Facial Expression Recognition

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Self-Cure Network, or SCN, is a method for suppressing uncertainties for large-scale facial expression recognition, prventing deep networks from overfitting uncertain facial images. Specifically, SCN suppresses the uncertainty from two different aspects: 1) a self-attention mechanism over mini-batch to weight each training sample with a ranking regularization, and 2) a careful relabeling mechanism to modify the labels of these samples in the lowest-ranked group.

PaperSource

Papers archive 2025-07-28

18 shown of 18, 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.

Tasks archive 2025-07-28

20 shown of 21 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

TaskPapers
Computational Efficiency2
Incremental Learning2
10-shot image generation1
Computational chemistry1
Diagnostic1
Facial Expression Recognition1
Facial Expression Recognition (FER)1
Form1
Functional Connectivity1
Gait Recognition1
Graph Neural Network1
Lesion Detection1
Lesion Segmentation1
Management1
Representation Learning1
Rhythm1
Specificity1
Time Series1
Time Series Analysis1
model1

Usage over time archive 2025-07-28

Papers per year tagged with SCN: 2020 to 2025, peak 8 8 0 2020: 2 papers 2020 2021: 1 paper 2021 2022: 8 papers 2022 2023: 2 papers 2023 2024: 2 papers 2024 2025: 3 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (18 dated). Bars are counts, not a trend claim.

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

Regularization

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections