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Selective Kernel Convolution

29 papers tagged archive 2025-07-28

Introduced by Xiang Li et al. in Selective Kernel Networks

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

A Selective Kernel Convolution is a convolution that enables neurons to adaptively adjust their RF sizes among multiple kernels with different kernel sizes. Specifically, the SK convolution has three operators – Split, Fuse and Select. Multiple branches with different kernel sizes are fused using softmax attention that is guided by the information in these branches. Different attentions on these branches yield different sizes of the effective receptive fields of neurons in the fusion layer

PaperSourceSee Code · osmr/imgclsmob

Papers archive 2025-07-28

29 shown of 29, 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 57 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
Semantic Segmentation5
Object Detection4
Segmentation4
object-detection4
Denoising3
Image Classification3
Object3
Data Augmentation2
Image Denoising2
Lesion Segmentation2
Object Detection In Aerial Images2
Point Cloud Completion2
Transfer Learning2
image-classification2
3D Classification1
Attribute1
AutoML1
Autonomous Driving1
CAPTCHA Detection1
Change Detection1

Usage over time archive 2025-07-28

Papers per year tagged with Selective Kernel Convolution: 2019 to 2025, peak 9 9 0 2019: 1 paper 2019 2020: 3 papers 2020 2021: 2 papers 2021 2022: 9 papers 2022 2023: 3 papers 2023 2024: 9 papers 2024 2025: 2 papers 2025
Papers per year the archive tags with this method, by the paper's archive date (29 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

Convolutions

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