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Auxiliary Classifier

395 papers tagged archive 2025-07-28

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

Auxiliary Classifiers are type of architectural component that seek to improve the convergence of very deep networks. They are classifier heads we attach to layers before the end of the network. The motivation is to push useful gradients to the lower layers to make them immediately useful and improve the convergence during training by combatting the vanishing gradient problem. They are notably used in the Inception family of convolutional neural networks.

Papers archive 2025-07-28

30 shown of 395, 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 305 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
Image Classification54
Semantic Segmentation52
General Classification47
image-classification44
Transfer Learning43
Classification41
Segmentation31
Deep Learning30
Data Augmentation25
Object Detection25
Generative Adversarial Network24
object-detection24
Quantization18
Diversity17
Image Generation15
Image Segmentation15
Object14
Autonomous Driving12
Object Recognition11
GPU10

Usage over time archive 2025-07-28

Papers per year tagged with Auxiliary Classifier: 2014 to 2025, peak 61 61 0 2014: 3 papers 2014 2015: 14 papers 2015 2016: 21 papers 2016 2017: 28 papers 2017 2018: 43 papers 2018 2019: 48 papers 2019 2020: 61 papers 2020 2021: 51 papers 2021 2022: 35 papers 2022 2023: 44 papers 2023 2024: 34 papers 2024 2025: 13 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (395 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

Miscellaneous Components

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