AIMech AI

Pooling Layer

Layer AIO:PoolingLayer NOT_REVIEWED
A layer that serves to mitigate the sensitivity of convolutional layers to location and spatially downsample representations.
Ontology IRI: https://w3id.org/aio/PoolingLayer

Ontology Structure & Relationships

Parent Classes
Branches
Layer

Annotations & Sources

Definition Sources:
Subsets:
  • https://w3id.org/aio/LayerSubset

Curated AIMech Concepts Grounded to this Class

2 Concepts
Curated Concept Kind Mapping Relation Rationale
Gaussian Differentiable Pooling
AIMech:GaussianDifferentiablePooling
Layers & Modules broad_match The component reduces spatial regions through weighted aggregation, with a paired conditional unpooling operation. The pinned generic pooling layer has broader scope.
Stochastic Pooling
AIMech:StochasticPooling
Layers & Modules broad_match The original construction aggregates spatial regions into smaller feature maps, placing this particular stochastic layer within the broader spatial-pooling scope.

Import Provenance & Upstream Synchronization

Source Repo: AIO GitHub
Release Version: aio.json
Commit: 397851c547…
License: CC-BY-4.0
Imported At: 2026-10-10T07:34:10Z
SHA256: 8f741d71408c…
Source File: data/aio/PoolingLayer.yaml