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Efficient Spatial Pyramid

ESP

46 papers tagged archive 2025-07-28

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

An Efficient Spatial Pyramid (ESP) is an image model block based on a factorization principle that decomposes a standard convolution into two steps: (1) point-wise convolutions and (2) spatial pyramid of dilated convolutions. The point-wise convolutions help in reducing the computation, while the spatial pyramid of dilated convolutions re-samples the feature maps to learn the representations from large effective receptive field. This allows for increased efficiency compared to another image blocks like ResNeXt blocks and Inception modules.

Source: ESPNet: Efficient Spatial Pyramid of Dilated...See Code · sacmehta/ESPNet

Papers archive 2025-07-28

30 shown of 46, 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
Speech Recognition12
speech-recognition11
Automatic Speech Recognition9
Automatic Speech Recognition (ASR)8
Semantic Segmentation5
Reinforcement Learning4
reinforcement-learning4
GPU3
Language Modeling3
Language Modelling3
Reinforcement Learning (RL)3
Segmentation3
Text to Speech3
text-to-speech3
Decoder2
Object Detection2
Prediction2
Real-Time Semantic Segmentation2
Speech Separation2
object-detection2

Usage over time archive 2025-07-28

Papers per year tagged with ESP: 2018 to 2025, peak 11 11 0 2018: 5 papers 2018 2019: 3 papers 2019 2020: 9 papers 2020 2021: 4 papers 2021 2022: 9 papers 2022 2023: 4 papers 2023 2024: 11 papers 2024 2025: 1 paper 2025
Papers per year the archive tags with this method, by the paper's archive date (46 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

Image Model Blocks

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