526互联

supervised

CLIP-S^4：Language-Guided Self-Supervised Semantic Segmentation论文阅读笔记

## 摘要 作者提出了CLIP-S4，借助自监督像素表示学习和V-L模型实现各种语义分割任务，不需要使用任何像素级别标注以及未知类的信息。作者首先通过对图像的不同增强视角进行像素-分割对比学习来学习像素嵌入。之后，为进一步改善像素嵌入并实现基于自然语言的语义分割，作者设计了由V-L模型指导的嵌入一致 ......
Language-Guided Self-Supervised Segmentation Supervised Language

Weakly Supervised Temporal Action Localization via Representative Snippet Knowledge Propagation概述

0.前言 相关资料： arxiv github 论文解读 论文基本信息： 领域：弱监督时序动作定位 发表时间：CVPR2022(2022.3.14) 1.针对的问题 许多现有的方法试图生成伪标签来弥补分类和定位之间的差异，但通常只使用有限的上下文信息，即每个片段内的信息，来生成伪标签。 2.主要贡献 ......
Representative Localization Propagation Supervised Knowledge

Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with Transformers概述

0.前言 相关资料： arxiv github 论文解读 论文基本信息： 领域：弱监督语义分割 发表时间： CVPR 2022(2022.3.5) 1.针对的问题 目前主流的弱监督语义分割方法通常首先训练分类模型，基于类别激活图（CAM）或其变种生成初始伪标签；然后对伪标签进行细化作为监督信息训练一 ......
Weakly-Supervised Segmentation Transformers End-to-End Supervised

论文解读（VAT）《Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning》

论文信息 论文标题：Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning论文作者：Takeru Miyato, S. Maeda, Masanori Koya ......
Supervised Semi-Supervised Regularization Adversarial Training

猛读论文6 |【CVPR 2022】Camera-Conditioned Stable Feature Generation for Isolated Camera Supervised Person Re-IDentification

用于孤立摄像机监督行人重识别的摄像机条件稳定特征生成 动机 常规ReID，对于一个ID，在不同摄像头拍摄的图片上提取跨相机视图不变特征 而 ISCS情况下，无法做到同一个ID采集到不同摄像头图片 由于跨相机样本在人体 Re-ID 模型训练中起着重要作用，而在 ISCS 设置下不存在此类配对图像，因此 ......
Camera Camera-Conditioned Re-IDentification IDentification Conditioned

论文解读（PAWS）《Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples》

论文信息 论文标题：Semi-Supervised Learning of Visual Features by Non-Parametrically Predicting View Assignments with Support Samples论文作者：Mahmoud Assran, Mathi ......
Non-Parametrically Semi-Supervised Parametrically Assignments Predicting

迁移学习（CLDA）《CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation》

论文信息 论文标题：CLDA: Contrastive Learning for Semi-Supervised Domain Adaptation论文作者：Ankit Singh论文来源：NeurIPS 2021论文地址：download 论文代码：download视屏讲解：click 1 简介 ......
CLDA Semi-Supervised Contrastive Adaptation Supervised

Deeper Insights into Graph Convolutional Networks for Semi-Supervised Learning

Li Q., Han Z. and Wu X. Deeper insights into graph convolutional networks for semi-supervised learning. AAAI, 2018. 概 本文分析了 GCN 的实际上就是一种 Smoothing, 但是 ......
Semi-Supervised Convolutional Supervised Insights Networks

论文解读（ FGSM）《Adversarial training methods for semi-supervised text classification》

论文信息 论文标题：Adversarial training methods for semi-supervised text classification论文作者：Taekyung Kim论文来源：ICLR 2017论文地址：download 论文代码：download视屏讲解：click 1 背 ......
semi-supervised classification Adversarial supervised training

迁移学习（）《Attract, Perturb, and Explore: Learning a Feature Alignment Network for Semi-supervised Domain Adaptation》

论文信息 论文标题：Attract, Perturb, and Explore: Learning a Feature Alignment Network for Semi-supervised Domain Adaptation论文作者：Taekyung Kim论文来源：2020 ECCV论文地址 ......
Semi-supervised Adaptation supervised Alignment Learning

迁移学习《Cluster-Guided Semi-Supervised Domain Adaptation for Imbalanced Medical Image Classification》

论文信息 论文标题：Cluster-Guided Semi-Supervised Domain Adaptation for Imbalanced Medical Image Classification论文作者：S. Harada, Ryoma Bise, Kengo Araki论文来源：ArXi ......
Semi-Supervised Cluster-Guided Classification Adaptation Imbalanced

异常检测 | 迁移学习《Anomaly Detection in IR Images of PV Modules using Supervised Contrastive Learning》

论文信息 论文标题：Anomaly Detection in IR Images of PV Modules using Supervised Contrastive Learning论文作者：Abhay Rawat, Isha Dua, Saurav Gupta, Rahul Tallamraju ......
Contrastive Supervised Detection Learning Anomaly

迁移学习（SPI）《Semi-Supervised Domain Adaptation by Similarity based Pseudo-label Injection》

论文信息 论文标题：Semi-Supervised Domain Adaptation by Similarity based Pseudo-label Injection论文作者：Abhay Rawat, Isha Dua, Saurav Gupta, Rahul Tallamraju 论文来源： ......
Semi-Supervised Pseudo-label Adaptation Supervised Similarity

迁移学习《Pseudo-Label : The Simple and Efficient Semi-Supervised Learning Method for Deep Neural Networks》

论文信息 论文标题：Pseudo-Label : The Simple and Efficient Semi-Supervised Learning Method for Deep Neural Networks论文作者：Dong-Hyun Lee论文来源：2013——ICML论文地址：downlo ......
Semi-Supervised Pseudo-Label Supervised Efficient Learning

树莓派4 安装 Home Assistant Supervised

默认先决条件 Raspberry Pi OS 64 (debian11) 已经安装了Docker 停用冲突的容器,如Portainer 已拥有梯子 预编写NetworkManager的配置 创建配置目录和文件 sudo mkdir -p /etc/NetworkManager/conf.d/ 对文件 ......
树莓 Supervised Assistant Home

Learning Action Completeness from Points for Weakly-supervised Temporal Action Localization概述

1.针对的问题 在弱监督时序动作定位领域提出了一些帧监督的方法，但是由于标签稀疏性，现有的工作无法学习动作的完整性，动作预测零碎，导致在高IoU阈值的情况下表现较差。作者试图通过生成密集的伪标签，为模型提供完整性指导。 2.主要贡献 •引入了一个新的框架，其中生成了密集的最优序列，以在点监督设置下为 ......
Action Weakly-supervised Completeness Localization supervised

论文解读（Moco v3）《An Empirical Study of Training Self-Supervised Vision Transformers》

论文信息 论文标题：Improved Baselines with Momentum Contrastive Learning论文作者：Xinlei Chen, Saining Xie, Kaiming He论文来源：2021 ICCV论文地址：download 论文代码：download引用次数： ......
Self-Supervised Transformers Supervised Empirical Training

迁移学习（MixMatch）《MixMatch: A Holistic Approach to Semi-Supervised Learning》

论文信息 论文标题：MixMatch: A Holistic Approach to Semi-Supervised Learning论文作者：David Berthelot, Nicholas Carlini, Ian Goodfellow, Nicolas Papernot, Avital Ol ......
MixMatch Semi-Supervised Supervised Holistic Approach
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