Methods › Computer Vision › Pooling Operations › Generalized Mean Pooling
Generalized Mean Pooling
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Generalized Mean Pooling (GeM) computes the generalized mean of each channel in a tensor. Formally:
e = [(1/(|Ω|)∑_(u∈Ω)xᵖ_(cu))^(1/p)]_(c=1,⋯,C)
where p > 0 is a parameter. Setting this exponent as p > 1 increases the contrast of the pooled feature map and focuses on the salient features of the image. GeM is a generalization of the average pooling commonly used in classification networks (p = 1) and of spatial max-pooling layer (p = ∞).
Source: MultiGrain
Image Source: Eva Mohedano
Papers archive 2025-07-28
6 shown of 6, 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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Efficient Probabilistic Modeling of Crystallization at Mesoscopic Scale 26 May 2024 · 1 repository · arXiv:2405.16608Syntology ran 10 of 17 samples · 7 unverified
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MinkUNeXt: Point Cloud-based Large-scale Place Recognition using 3D Sparse Convolutions 12 Mar 2024 · 1 repository · arXiv:2403.07593
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GaitMM: Multi-Granularity Motion Sequence Learning for Gait Recognition 18 Sep 2022 · 1 repository · arXiv:2209.08470
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Deep Learning Based Image Retrieval in the JPEG Compressed Domain 8 Jul 2021 · 0 repositories · arXiv:2107.03648
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Unifying Deep Local and Global Features for Image Search 14 Jan 2020 · 5 repositories · arXiv:2001.05027
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MultiGrain: a unified image embedding for classes and instances 14 Feb 2019 · 3 repositories · arXiv:1902.05509Syntology ran 1 of 4 samples · 3 unverified
Tasks archive 2025-07-28
16 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
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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