CVPR2020 oral-Dynamic Convolution动态卷积 Dynamic Convolution- Attention over Convolution Kernels[toc] 笔记地址: 有道云笔记 论文地址1.思考的问题?1.1. squeeze-and-excitation是什么?2.Motivation&&做了什么?小型… Fight...发表于论文笔记 Tranposed convolution转置卷积 Transposed convolution (deconvolut...
【YOLOv8改进】 ODConv(Omni-Dimensional Dynamic Convolution):全维度动态卷积 摘要 在现代卷积神经网络(CNN)中,每个卷积层中学习单个静态卷积核是常见的训练范式。然而,最近在动态卷积的研究中表明,通过学习 n 个卷积核的线性组合,并且这些卷积核的权重取决于它们的输入相关注意力,可以显著提高轻量级 CNN 的准确性,...
OMNI-DIMENSIONAL DYNAMIC CONVOLUTION Chao Li1∗, Aojun Zhou2, Anbang Yao1† 1 Intel Labs China 2 CUHK-SenseTime Joint Lab, The Chinese University of Hong Kong ICLR 2022 论文链接: Omni-Dimensional Dynamic Convolutionopenreview.net/forum?id=DmpCfq6Mg39 代码地址: https://github.com/OSVA...
【YOLOv8改进】 ODConv(Omni-Dimensional Dynamic Convolution):全维度动态卷积 简介:ODConv是一种增强型动态卷积方法,通过多维注意力机制在卷积的四个维度上学习互补注意力,提升轻量级CNN准确性和效率。与现有动态卷积不同,ODConv覆盖了空间、输入/输出通道和核数维度。在ImageNet和MS-COCO上,对MobileNetV2|ResNet等模...
Dynamic convolutionResNet18X-ODFCANetPneumonia is a serious disease that can be fatal, particularly among children and the elderly. The accuracy of pneumonia diagnosis can be improved by combining artificial-intelligence technology with X-ray imaging. This study proposes X-ODFCANet, which addresses ...
Correction: Omni-dimensional dynamic convolution feature coordinate attention network for pneumonia classification Y Li,Y Xin,X Li,... - 《Visual Computing for Industry Biomedicine & Art》 被引量: 0发表: 2024年 MTMC-AUR2CNet: Multi-textural multi-class attention recurrent residual convolutional ...
This repository is an official PyTorch implementation of "Omni-Dimensional Dynamic Convolution", ODConv for short, published by ICLR 2022 as a spotlight. ODConv is a more generalized yet elegant dynamic convolution design, which leverages a novel multi-dimensional attention mechanism with a parallel st...
et al. Correction: Omni-dimensional dynamic convolution feature coordinate attention network for pneumonia classification. Vis. Comput. Ind. Biomed. Art 7, 19 (2024). https://doi.org/10.1186/s42492-024-00170-x Download citation Published23 July 2024 DOIhttps://doi.org/10.1186/s42492-024-00170...
Moreover, this paper introduces Omni-Dimensional Dynamic Convolution instead of static convolution and adaptively and dynamically adjusts the weights of the convolution kernel, which enables the network to better extract the key features of forest fire smoke of different shapes and sizes. In addition,...
This repository is an official PyTorch implementation of"Omni-Dimensional Dynamic Convolution", ODConv for short, published by ICLR 2022 as a spotlight. ODConv is a more generalized yet elegant dynamic convolution design, which leverages a novel multi-dimensional attention mechanism with a parallel stra...