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This is a reposotory that includes paper、code and datasets about domain generalization-based fault diagnosis and prognosis. (基于领域泛化的故障诊断和预测)

302 33 Updated Jun 28, 2025

Decoupling common and unique representations for multimodal self-supervised learning

Python 62 4 Updated Aug 14, 2024

The source codes of Meta-learning for few-shot cross-domain fault diagnosis.

Python 161 29 Updated Feb 16, 2025

The PyTorch version for Semi-supervised meta-learning networks with squeeze-and-excitation attention for few-shot fault diagnosis.

Python 57 8 Updated Dec 1, 2021

A collection of datasets for RUL estimation as Lightning Data Modules.

Python 47 2 Updated May 23, 2024

Code for "Cross-Domain Sentiment Classification with Contrastive Learning and Mutual Information Maximization" (ICASSP 2021)

Python 20 3 Updated Apr 20, 2022

智能故障诊断和寿命预测期刊(Journals of Intelligent Fault Diagnosis and Remaining Useful Life)

378 45 Updated Jun 18, 2025

Notes about courses Dive into Deep Learning by Mu Li

Jupyter Notebook 3,596 567 Updated Apr 11, 2023

( TPAMI2022 / CVPR2019 Oral ) Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation

Python 295 44 Updated Mar 13, 2021

An implementation of DANN with pytorch

Python 213 55 Updated Jan 9, 2019

This code is about the implementation of Domain Adversarial Graph Convolutional Network for Fault Diagnosis Under Variable Working Conditions.

Python 161 38 Updated May 6, 2021

Few-shot Transfer Learning for Intelligent Fault Diagnosis of Machine

Python 123 28 Updated Jul 13, 2020
Jupyter Notebook 13 1 Updated Jun 10, 2021

Pytorch implementation of the paper: "Conditional Adversarial Domain Generalization With a Single Discriminator for Bearing Fault Diagnosis"

Python 34 6 Updated Jan 13, 2022

Bearing fault diagnosis model based on MCNN-LSTM

Jupyter Notebook 346 48 Updated Jul 20, 2023

Source codes for the paper "Applications of Unsupervised Deep Transfer Learning to Intelligent Fault Diagnosis: A Survey and Comparative Study" published in TIM

Python 474 113 Updated Mar 1, 2022

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

Python 13,970 3,841 Updated Feb 18, 2025

The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.

Python 6,171 664 Updated Apr 20, 2025
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