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Methods/Non-Local Block

Non-Local Block

GeneralIntroduced 2000168 papers
Source Paper

Description

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:

z_i=W_zy_i+x_i\mathbb{z}\_{i} = W\_{z}\mathbb{y\_{i}} + \mathbb{x}\_{i}z_i=W_zy_i+x_i

where y_iy\_{i}y_i is the output from the non-local operation and +x_i+ \mathbb{x}\_{i}+x_i is a residual connection.

Papers Using This Method

Robust Lane Detection with Wavelet-Enhanced Context Modeling and Adaptive Sampling2025-03-24ParaGAN: A Scalable Distributed Training Framework for Generative Adversarial Networks2024-11-06Unsupervised Panoptic Interpretation of Latent Spaces in GANs Using Space-Filling Vector Quantization2024-10-27Enhancing Tree Type Detection in Forest Fire Risk Assessment: Multi-Stage Approach and Color Encoding with Forest Fire Risk Evaluation Framework for UAV Imagery2024-07-27A Scalable Quantum Non-local Neural Network for Image Classification2024-07-26Everything is Editable: Extend Knowledge Editing to Unstructured Data in Large Language Models2024-05-24Deep Learning-Based CSI Feedback for XL-MIMO Systems in the Near-Field Domain2024-05-15Vision-based Food Nutrition Estimation via RGB-D Fusion Network2023-10-25Accurate and lightweight dehazing via multi-receptive-field non-local network and novel contrastive regularization2023-09-28On quantifying and improving realism of images generated with diffusion2023-09-26Precision-Recall Divergence Optimization for Generative Modeling with GANs and Normalizing Flows2023-09-21A Strategic Framework for Optimal Decisions in Football 1-vs-1 Shot-Taking Situations: An Integrated Approach of Machine Learning, Theory-Based Modeling, and Game Theory2023-07-27Pyrus Base: An Open Source Python Framework for the RoboCup 2D Soccer Simulation2023-07-22Diffusion Models Beat GANs on Image Classification2023-07-17Diversity is Strength: Mastering Football Full Game with Interactive Reinforcement Learning of Multiple AIs2023-06-28Rosetta Neurons: Mining the Common Units in a Model Zoo2023-06-15Toward more accurate and generalizable brain deformation estimators for traumatic brain injury detection with unsupervised domain adaptation2023-06-08FOOCTTS: Generating Arabic Speech with Acoustic Environment for Football Commentator2023-06-07Action valuation of on- and off-ball soccer players based on multi-agent deep reinforcement learning2023-05-29Is Centralized Training with Decentralized Execution Framework Centralized Enough for MARL?2023-05-27