Methods › General › Skip Connection Blocks › Non-Local Block

Non-Local Block

168 papers tagged archive 2025-07-28

Introduced by Xiaolong Wang et al. in Non-local Neural Networks

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

A Non-Local Block is an image block module used in neural networks that wraps a non-local operation. We can define a non-local block as:

𝕫ᵢ = W_z𝕪ᵢ + 𝕩ᵢ

where yᵢ is the output from the non-local operation and + 𝕩ᵢ is a residual connection.

PaperSourceSee Code · tea1528/Non-Local-NN-Pytorch

Papers archive 2025-07-28

30 shown of 168, 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 183 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 Generation37
Conditional Image Generation15
Object Detection12
Generative Adversarial Network11
Instance Segmentation10
Semantic Segmentation10
reinforcement-learning9
object-detection8
Multi-agent Reinforcement Learning7
Reinforcement Learning7
Segmentation7
Super-Resolution7
Data Augmentation6
Image Classification6
Reinforcement Learning (RL)6
Transfer Learning6
image-classification6
Decision Making5
Denoising5
Unconditional Image Generation5

Usage over time archive 2025-07-28

Papers per year tagged with Non-Local Block: 2017 to 2025, peak 40 40 0 2017: 1 paper 2017 2018: 4 papers 2018 2019: 15 papers 2019 2020: 40 papers 2020 2021: 26 papers 2021 2022: 35 papers 2022 2023: 40 papers 2023 2024: 6 papers 2024 2025: 1 paper 2025
Papers per year the archive tags with this method, by the paper's archive date (168 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

Skip Connection BlocksImage Model Blocks

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