迁移学习应用（整理自王晋东）

Transfer learning applications

迁移学习的应用(医学领域加粗)

• 20190408 arXiv Unsupervised Domain Adaptation of Contextualized Embeddings: A Case Study in Early Modern English

  • Domain adaptation in early modern english
  • Case study: 在英文中的domain adaptation

• 20190408 USENIX-19 Transfer Learning for Performance Modeling of Deep Neural Network Systems

  • Using transfer learning for performance modeling in DNN
  • 在深度网络中使用迁移学习进行性能建模

• 20190403 arXiv Transfer Learning for Clinical Time Series Analysis using Deep Neural Networks

  • Using transfer learning for multivariate clinical data
  • 使用迁移学习进行多元医疗数据迁移

• 20190403 arXiv Med3D: Transfer Learning for 3D Medical Image Analysis

  • Transfer learning for 3D medical image analysis
  • 迁移学习用于3D医疗图像分析

• 20190401 arXiv Cross-Subject Transfer Learning in Human Activity Recognition Systems using Generative Adversarial Networks

  • Cross-subject transfer learning using GAN
  • 用对抗网络进行跨用户的行为识别

• 20190305 arXiv Unsupervised Domain Adaptation Learning Algorithm for RGB-D Staircase Recognition

  • Domain adaptation for RGB-D staircase recognition
  • Domain adaptation进行深度和RGB楼梯识别

• 20190221 arXiv Transfusion: Understanding Transfer Learning with Applications to Medical Imaging

  • Analyzing the influence of transfer learning in medical imaging
  • 在医疗图像中分析迁移学习作用

• 20190123 arXiv Transfer Learning and Meta Classification Based Deep Churn Prediction System for Telecom Industry

  • Transfer learning in telcom industry
  • 迁移学习用于电信行业

• 20190123 arXiv Cold-start Playlist Recommendation with Multitask Learning

  • Cold-start playlist recommendation with multitask learning
  • 用多任务学习进行冷启动状态下的播放列表推荐

• 20190123 arXiv Adapting Convolutional Neural Networks for Geographical Domain Shift

  • Convolutional neural network for geographical domain shift
  • 将卷积网络用于地理学上的domain shift问题

• 20190117 NeurIPS-18 workshop Transfer Learning for Prosthetics Using Imitation Learning

  • Using transfer learning for prosthetics
  • 用迁移学习进行义肢的模仿学习

• 20190115 IJAERS Weightless Neural Network with Transfer Learning to Detect Distress in Asphalt

  • Transfer learning to detect distress in asphalt
  • 用迁移学习检测路面情况

• 20190115 arXiv Disease Knowledge Transfer across Neurodegenerative Diseases

  • Transfer learning for neurodegenerative disease
  • 迁移学习用于神经退行性疾病

• 20190111 ICMLA-18 Supervised Transfer Learning for Product Information Question Answering

  • Transfer learning for product information question answering
  • 利用迁移学习进行产品信息的对话

• 20190102 arXiv High Quality Monocular Depth Estimation via Transfer Learning

  • Monocular depth estimation using transfer learning
  • 用迁移学习进行单眼深度估计

• 20181230 arXiv The CORAL+ Algorithm for Unsupervised Domain Adaptation of PLDA

  • Use CORAL for speaker recognition
  • 用CORAL改进版进行speaker识别

• 20181230 arXiv Domain-Aware Generalized Zero-Shot Learning

  • Domain-aware zero-shot learning

• 20181225 arXiv A Multi-task Neural Approach for Emotion Attribution, Classification and Summarization

  • A multi-task approach for emotion attribution, classification, and summarization
  • 一个多任务方法同时用于情绪归属、分类和总结

• 20181225 arXiv A General Approach to Domain Adaptation with Applications in Astronomy

  • Adopting active learning to transfer model
  • 用主动学习来进行模型迁移并应用到天文学上

• 20181225 arXiv An Integrated Transfer Learning and Multitask Learning Approach for Pharmacokinetic Parameter Prediction

  • Using transfer learning for Pharmacokinetic Parameter Prediction
  • 用迁移学习进行药代动力学参数估计

• 20181221 arXiv Deep Transfer Learning for Static Malware Classification

  • Deep Transfer Learning for Static Malware Classification
  • 用深度迁移学习进行恶意软件分类

• 20181221 arXiv PnP-AdaNet: Plug-and-Play Adversarial Domain Adaptation Network with a Benchmark at Cross-modality Cardiac Segmentation

  • Adversarial transfer learning for medical images
  • 对抗迁移学习用于医学图像分割

• 20181220 arXiv Domain Adaptation for Reinforcement Learning on the Atari

  • Reinforcement domain adaptation on Atari games
  • 迁移强化学习用于Atari游戏

• 20181220 arXiv Deep UL2DL: Channel Knowledge Transfer from Uplink to Downlink

  • Channel knowledge transfer in CSI
  • Wifi定位中的知识迁移

• 20181219 NER-19 Transfer Learning in Brain-Computer Interfaces with Adversarial Variational Autoencoders

  • Transfer learning in brain-computer interfaces
  • 迁移学习在脑机交互中的应用

• 20181219 ICCPS-19 Simulation to scaled city: zero-shot policy transfer for traffic control via autonomous vehicles

  • Transfer learning in autonomous vehicles
  • 迁移学习用于自动驾驶车辆的策略迁移

• 20181218 arXiv Transfer learning to model inertial confinement fusion experiments

  • Using transfer learning for inertial confinement fusion
  • 用迁移学习进行惯性约束聚变

• 20181214 arXiv Bridging the Generalization Gap: Training Robust Models on Confounded Biological Data

  • Transfer learning for generalizing on biological data
  • 用迁移学习增强生物数据的泛化能力

• 20181214 BioCAS-19 ECG Arrhythmia Classification Using Transfer Learning from 2-Dimensional Deep CNN Features

  • Deep transfer learning for EEG Arrhythmia Classification
  • 深度迁移学习用于心率不齐分类

• 20181214 LAK-19 Transfer Learning using Representation Learning in Massive Online Open Courses

  • Transfer learning in MOOCs
  • 迁移学习用于大规模在线网络课程

• 20181214 DVPBA-19 Considering Race a Problem of Transfer Learning

  • Consider race in transfer learning
  • 在迁移学习问题中考虑种族问题(跨种族迁移)

• 20181213 arXiv Multichannel Semantic Segmentation with Unsupervised Domain Adaptation

  • Robot vision semantic segmentation with domain adaptation
  • 用于机器视觉中语义分割的domain adaptation

• 20181212 arXiv 3D Scene Parsing via Class-Wise Adaptation

  • Class-wise adaptation for 3D scene parsing
  • 类别的适配用于3D场景分析

• 20181212 arXiv Secure Federated Transfer Learning

  • Federated transfer learning + Encryption
  • 联邦迁移学习+加密(杨强团队)

• 20181206 NeurIPS-18 workshop Towards Continuous Domain adaptation for Healthcare

  • English: Continuous domain adaptation for healthcare
  • 中文：连续的domain adaptation用于健康监护

• 20181206 NeurIPS-18 workshop A Hybrid Instance-based Transfer Learning Method

  • English: Instance-based transfer learning for healthcare
  • 中文：基于样本的迁移学习用于健康监护

• 20181205 arXiv Learning from a tiny dataset of manual annotations: a teacher/student approach for surgical phase recognition

  • English: Transfer learning for surgical phase recognition
  • 中文：迁移学习用于外科手术阶段识别

• 20181204 arXiv From Known to the Unknown: Transferring Knowledge to Answer Questions about Novel Visual and Semantic Concepts

  • English: Transfer learning for VQA
  • 中文：用迁移学习进行VQA任务

• 20181128 arXiv Cross-domain Deep Feature Combination for Bird Species Classification with Audio-visual Data

  • English: Cross-domain deep feature combination for bird species classification
  • 中文：跨领域的鸟分类

• 20181128 NeurIPS-18 workshop Multi-Task Generative Adversarial Network for Handling Imbalanced Clinical Data

  • English: Multi-task learning for imbalanced clinical data
  • 中文：多任务学习用于不平衡的就诊数据

• 20181128 WACV-19 CNN based dense underwater 3D scene reconstruction by transfer learning using bubble database

  • English: Transfer learning for underwater 3D scene reconstruction
  • 中文：用迁移学习进行水下3D场景重建

• 20181127 NeurIPS-18 workshop Predicting Diabetes Disease Evolution Using Financial Records and Recurrent Neural Networks

  • English: Predicting diabetes using financial records
  • 中文：用财务记录预测糖尿病

• 20181123 NIPS-18 workshop Population-aware Hierarchical Bayesian Domain Adaptation

  • English: Applying domain adaptation to health
  • 中文：将domain adaptation应用于健康

• 20181121 arXiv Transferrable End-to-End Learning for Protein Interface Prediction

  • English: Transfer learning for protein interface prediction
  • 中文：用迁移学习进行蛋白质接口预测

• 20181121 NSFREU-18 Transfer Learning with Deep CNNs for Gender Recognition and Age Estimation

  • English: Deep transfer learning for Gender Recognition and Age Estimation
  • 中文：用深度迁移学习进行性别识别和年龄估计

• 20181121 arXiv Distribution Discrepancy Maximization for Image Privacy Preserving

  • English: Distribution Discrepancy Maximization for Image Privacy Preserving
  • 中文：通过最大化分布差异来进行图片隐私保护

• 20181120 arXiv Spatial-temporal Multi-Task Learning for Within-field Cotton Yield Prediction

  • English: Multi-task learning for cotton yield prediction
  • 中文：多任务学习用于棉花产量预测

• 20181117 arXiv Unsupervised domain adaptation for medical imaging segmentation with self-ensembling

  • English: Medical imaging using transfer learning
  • 中文：使用迁移学习进行医学图像分割

• 20181117 arXiv Performance Estimation of Synthesis Flows cross Technologies using LSTMs and Transfer Learning

  • English: Performance Estimation of Synthesis Flows cross Technologies using LSTMs and Transfer Learning
  • 中文：利用迁移学习进行合成flow评价

• 20181117 AAAI-19 GaitSet: Regarding Gait as a Set for Cross-View Gait Recognition

  • English: Cross-view gait recognition
  • 中文：跨视图的步态识别

• 20181115 AAAI-19 Unsupervised Transfer Learning for Spoken Language Understanding in Intelligent Agents

  • English: Transfer learning for spoken language understanding
  • 中文：无监督迁移学习用于语言理解

• 20181114 arXiv A Framework of Transfer Learning in Object Detection for Embedded Systems

  • English: Transfer learning in embedded system for object detection
  • 中文：在嵌入式系统中进行针对目标检测的迁移学习

• 20181107 ICONIP-18 Transductive Learning with String Kernels for Cross-Domain Text Classification

  • English: String kernel for cross-domain text classification using transfer learning
  • 中文：用string kernel进行迁移学习跨领域文本分类

• 20181012 arXiv Bird Species Classification using Transfer Learning with Multistage Training

  • English: Using transfer learning for bird species classification
  • 中文：用迁移学习进行鸟类分类

• 20181012 arXiv Survival prediction using ensemble tumor segmentation and transfer learning

  • English: Predicting the survival of the tumor patient using transfer learning
  • 中文：用迁移学习估计肿瘤病人存活时间

• 20181012 ICMLA-18 Virtual Battery Parameter Identification using Transfer Learning based Stacked Autoencoder

  • English: Using transfer learning for calculating the virtual battery in a thermostatics load
  • 中文：用迁移学习进行恒温器的电量估计

• 20180912 PervasiveHealth-18 Transfer Learning and Data Fusion Approach to Recognize Activities of Daily Life

  • English: Transfer learning to perform activity recognition using multi-model sensors
  • 中文：用多模态传感器进行迁移学习，用于行为识别

• 20180912 ICIP-18 Adversarial Domain Adaptation with a Domain Similarity Discriminator for Semantic Segmentation of Urban Areas

  • English: Semantic segmentation using transfer learning
  • 中文：用迁移学习进行语义分割

• 20180912 arXiv Tensor Alignment Based Domain Adaptation for Hyperspectral Image Classification

  • English: Hyperspectral image classification using domain adaptation
  • 中文：用domain adaptation进行图像分类

• 20180909 arXiv Driving Experience Transfer Method for End-to-End Control of Self-Driving Cars

  • English: Driving experience transfer on self-driving cars
  • 中文：自动驾驶车上的驾驶经验迁移

• 20180909 arXiv Deep Learning for Domain Adaption: Engagement Recognition

  • English: deep transfer learning for engagement recognition
  • 中文：用深度迁移学习进行人机交互中的engagement识别

• 20180904 EMBC-18 Multi-Cell Multi-Task Convolutional Neural Networks for Diabetic Retinopathy Grading Kang

  • English: Use multi-task CNN for Diabetic Retinopathy Grading Kang
  • 中文：用多任务的CNN进行糖尿病的视网膜粒度检查

• 20180904 ICPR-18 Document Image Classification with Intra-Domain Transfer Learning and Stacked Generalization of Deep Convolutional Neural Networks

  • English: Document image classification using transfer learning
  • 中文：使用迁移学习进行文档图像的分类

• 20180826 ISPRS journal Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images

  • English: a multi-task learning network for remote sensing
  • 中文：提出一个多任务的深度网络用于遥感图像检测

• 20180823 ICPR-18 Multi-task multiple kernel machines for personalized pain recognition from functional near-infrared spectroscopy brain signals

  • English: A multi-task method to recognize pains
  • 中文：提出一个multi-task框架来检测pain

• 20180821 arXiv Unsupervised adversarial domain adaptation for acoustic scene classification

  • English: Using transfer learning for acoustic classification
  • 中文：迁移学习用于声音场景分类

• 20180819 arXiv Transfer Learning and Organic Computing for Autonomous Vehicles

  • English: Propose different transfer learning methods to adapt the situation of autonomous driving
  • 中文：提出一些不同的迁移学习方法应用于自动驾驶的环境适配

• 20180819 arXiv Transfer Learning for Brain-Computer Interfaces: An Euclidean Space Data Alignment Approach

  • English: Propose to align the different distributions of EEG signals using transfer learning
  • 中文：针对EEG信号不同人分布不一样的问题提出迁移学习和数据增强的方式加以解决

• 20180801 arXiv Multimodal Deep Domain Adaptation

  • English: Use multi-modal DA in robotic vision
  • 中文：在机器人视觉中使用多模态的domain adaptation

• 20180801 arXiv Rank and Rate: Multi-task Learning for Recommender Systems

  • English: A multi-task system for recommendation
  • 中文：一个针对于推荐系统的多任务学习

• 20180801 MICCAI-18 Leveraging Unlabeled Whole-Slide-Images for Mitosis Detection

  • English: Use unlabeled images for mitosis detection
  • 中文：用未标记的图片进行细胞有丝分裂的检测

• 20180801 ECCV-18 DOCK: Detecting Objects by transferring Common-sense Knowledge

  • English: A method called DOCK for object detection using transfer learning
  • 中文：提出一个叫做DOCK的方法进行基于迁移学习的目标检测

• 20180801 ECCV-18 A Zero-Shot Framework for Sketch-based Image Retrieval

  • English: A Zero-Shot Framework for Sketch-based Image Retrieval
  • 中文：一个针对于简笔画图像检索的zero-shot框架

• 20180731 ICANN-18 Metric Embedding Autoencoders for Unsupervised Cross-Dataset Transfer Learning

  • English: Deep transfer learning for Re-ID
  • 中文：将深度迁移学习用于Re-ID

• 20180705 arXiv 将迁移学习应用于自动驾驶中的不同天气适配：Modular Vehicle Control for Transferring Semantic Information to Unseen Weather Conditions using GANs

• 20180627 arXiv 用迁移学习进行感染预测：Domain Adaptation for Infection Prediction from Symptoms Based on Data from Different Study Designs and Contexts

• 20180627 arXiv 生成模型用于姿态迁移：Generative Models for Pose Transfer

• 20180622 arXiv 跨领域的人脸识别用于银行认证系统：Cross-Domain Deep Face Matching for Real Banking Security Systems

• 20180621 arXiv 迁移学习用于角膜组织的分类：Transfer Learning with Human Corneal Tissues: An Analysis of Optimal Cut-Off Layer

• 20180621 arXiv 迁移学习用于强化学习中的图像翻译：Transfer Learning for Related Reinforcement Learning Tasks via Image-to-Image Translation

• 20180615 Interspeech-18 很全面地探索了很多类方法在语音识别上的应用：A Study of Enhancement, Augmentation, and Autoencoder Methods for Domain Adaptation in Distant Speech Recognition

• 20180615 Interspeech-18 对话中的语音识别：Unsupervised Adaptation with Interpretable Disentangled Representations for Distant Conversational Speech Recognition

• 20180614 arXiv 跨数据集的person reid：Cross-dataset Person Re-Identification Using Similarity Preserved Generative Adversarial Networks

• 20180614 arXiv 将迁移学习应用于多个speaker的文字到语音：Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis

• 20180613 SIGIR-18 多任务学习用于推荐系统：Explainable Recommendation via Multi-Task Learning in Opinionated Text Data

• 20180613 CVPR-18 跨数据集的VQA：Cross-Dataset Adaptation for Visual Question Answering

• 20180612 ICASSP-18 迁移学习用于资源少的情感分类：Semi-supervised and Transfer learning approaches for low resource sentiment classification

• 20180612 KDD-18 多任务学习用于ICU病人数据挖掘：Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU

• 20180610 CEIG-17 将迁移学习用于插图分类：Transfer Learning for Illustration Classification

• 20180610 BioNLP-18 将迁移学习用于病人实体分类：Embedding Transfer for Low-Resource Medical Named Entity Recognition: A Case Study on Patient Mobility

• 20180610 MICCAI-18 将迁移学习用于前列腺图分类：Adversarial Domain Adaptation for Classification of Prostate Histopathology Whole-Slide Images

• 20180610 arXiv 迁移学习用于Coffee crop分类：A Comparative Study on Unsupervised Domain Adaptation Approaches for Coffee Crop Mapping

• 20180605 arXiv 迁移学习应用于胸X光片分割：Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation

• 20180604 arXiv 用CNN迁移学习进行硬化症检测：One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networks

• 20180530 MNRAS 用迁移学习检测银河星系兼并：Using transfer learning to detect galaxy mergers

• 20180529 arXiv 迁移学习用于表情识别：Meta Transfer Learning for Facial Emotion Recognition

• 20180524 KDD-18 用迁移学习方法进行人们的ID迁移：Learning and Transferring IDs Representation in E-commerce

• 20180519 arXiv 用迁移学习进行物体检测，200帧/秒：Object detection at 200 Frames Per Second

• 20180519 arXiv 用迁移学习进行肢体语言识别：Optimization of Transfer Learning for Sign Language Recognition Targeting Mobile Platform

• 20180516 ACL-18 将对抗迁移学习用于危机状态下的舆情分析：Domain Adaptation with Adversarial Training and Graph Embeddings

• 20180504 arXiv 用迁移学习进行心脏病检测分类：ECG Heartbeat Classification: A Deep Transferable Representation

• 20180427 CVPR-18(workshop) 将深度迁移学习用于Person-reidentification： Adaptation and Re-Identification Network: An Unsupervised Deep Transfer Learning Approach to Person Re-Identification

• 20180426 arXiv 迁移学习用于医学名字实体检测；Label-aware Double Transfer Learning for Cross-Specialty Medical Named Entity Recognition

• 20180425 arXiv 将bagging和dropping结合起来进行迁移的一个深度网络：A New Channel Boosted Convolution Neural Network using Transfer Learning

• 20180425 arXiv 迁移学习应用于自然语言任务：Dropping Networks for Transfer Learning

• 20180421 arXiv 采用联合分布适配的深度迁移网络用于工业生产中的错误诊断：Deep Transfer Network with Joint Distribution Adaptation: A New Intelligent Fault Diagnosis Framework for Industry Application

• 20180419 arXiv 跨领域的推荐系统：CoNet: Collaborative Cross Networks for Cross-Domain Recommendation

• 20180413 arXiv 跨模态检索：Cross-Modal Retrieval with Implicit Concept Association

• 20180410 arXiv 用迁移学习进行犯罪现场的图像匹配：Cross-Domain Image Matching with Deep Feature Maps

• 20180408 ASRU-18 用迁移学习中的domain separation network进行speech recognition：Unsupervised Adaptation with Domain Separation Networks for Robust Speech Recognition

• 20180408 arXiv 小数据集上的迁移学习手写体识别：Boosting Handwriting Text Recognition in Small Databases with Transfer Learning

• 20180404 arXiv 用迁移学习进行物体检测：Transferring Common-Sense Knowledge for Object Detection

• 20180402 arXiv 将迁移学习用于癌症检测：Improve the performance of transfer learning without fine-tuning using dissimilarity-based multi-view learning for breast cancer histology images