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Transfer Learning research


|| FastPhotoStyle | transferlearning | awesome-transfer-learning | hub | taskonomy | hands-on-transfer-learning-with-python | Image_Classification_with_5_methods | keras-transfer-learning-for-oxford102 | transfer_learning_tutorial | Xlearn | Pytorch_fine_tuning_Tutorial | TFusion | pytorch-retraining | transfer_learning_music | gym-extensions | galaxy-image-classifier-tensorflow | Multitask-and-Transfer-Learning | transfer | TransferLearningTutorial | StarCraft-AI | learn-to-select-data | tensorflow_multigpu_imagenet | keras_transfer_cifar10 | Transfer-Learning-Suite | Image-classification-transfer-learning ||

|| Transfer-Learning-in-keras---custom-data | transfer-learning-anime | CarND-Transfer-Learning-Lab | bigdata18 | Selective-Joint-Fine-tuning | transfer-learning-anime | CVPR2018_attention | rank-reid | speechless | qa-transfer | transfer-learning-text-tf | tradaboost | X-ray-classification | deep-transfer-learning | Net2Net | Moving-Semantic-Transfer-Network | gogh-figure | imagenet | transferflow | Simple-Inception-Transfer-Learning | transfer-mxnet | Transfer-Learning-for-Animal-Classification-in-Tensorflow | transfer-learning-asr | cvpr18-inaturalist-transfer | image-classifier ||


Review Papers

2019


2018
2017
  • Aligned Image-Word Representations Improve Inductive Transfer Across Vision-Language Tasks. arxiv
  • An Interpretable Knowledge Transfer Model for Knowledge Base Completion. arxiv
  • Arbitrary Style Transfer In Real-Time With Adaptive Instance Normalization. pdf code tensorflow
  • Best of Both Worlds: Transferring Knowledge from Discriminative Learning to a Generative Visual Dialog Model. arxiv pytorch
  • Borrowing Treasures from the Wealthy: Deep Transfer Learning through Selective Joint Fine-tuning. arxiv
  • Bringing Impressionism to Life with Neural Style Transfer in Come Swim. arxiv
  • Characterizing and Improving Stability in Neural Style Transfer. arxiv
  • DSSD : Deconvolutional Single Shot Detector. arxiv
  • Deep Photo Style Transfer. arxiv torch
  • Demystifying Neural Style Transfer. arxiv mxnet
  • Fashioning with Networks: Neural Style Transfer to Design Clothes. arxiv
  • Learning More Universal Representations for Transfer-Learning. arxiv
  • Learning Transferable Architectures for Scalable Image Recognition. arxiv keras
  • Massive Exploration of Neural Machine Translation Architectures. arxiv code
  • Multi-style Generative Network for Real-time Transfer. arxiv torch
  • Mutual Alignment Transfer Learning. arxiv
  • One-Shot Imitation Learning. arxiv
  • One-Shot Visual Imitation Learning via Meta-Learning. arxiv
  • PathNet: Evolution Channels Gradient Descent in Super Neural Networks.arxiv
  • Question Answering through Transfer Learning from Large Fine-grained Supervision Data. arxiv
  • Real-Time Neural Style Transfer for Videos. pdf
  • Son of Zorn's Lemma: Targeted Style Transfer Using Instance-aware Semantic Segmentation. arxiv
  • StyleBank: An Explicit Representation for Neural Image Style Transfer. arxiv
  • Style Transfer for Anime Sketches with Enhanced Residual U-net and Auxiliary Classifier GAN. arxiv
  • Style Transfer Generative Adversarial Networks: Learning To Play Chess Differently. pdf
  • The Space of Transferable Adversarial Examples. arxiv
  • Transferring Face Verification Nets To Pain and Expression Regression. arxiv code
  • Transfer Learning for Low-Resource Chinese Word Segmentation with a Novel Neural Network. arxiv code
  • Transfer learning for music classification and regression tasks. arxiv keras
  • Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks. arxiv
  • Transfer Learning with Label Noise. arxiv
  • Unsupervised Image-to-Image Translation Networks. arxiv
  • Universal Style Transfer via Feature Transforms. arxiv torch
  • Visual Attribute Transfer through Deep Image Analogy. arxiv code
  • Zero-Shot Transfer Learning for Event Extraction. arxiv
2016
  • A survey of transfer learning. url
  • Building Machines That Learn and Think Like People. arxiv
  • Fast color transfer from multiple images. arxiv
  • Perceptual Losses for Real-Time Style Transfer and Super-Resolution.arxiv code
  • Personalizing a Dialogue System with Transfer Learning. arxiv
  • Pixel-Level Domain Transfer. arxiv
  • Progressive Neural Networks. arxiv
  • Semantic Style Transfer and Turning Two-Bit Doodles into Fine Artworks.arxivcode
  • [Best Paper]Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data. arxiv tensorflow
  • FastMask: Segment Multi-scale Object Candidates in One Shot.arxiv
  • Learning feed-forward one-shot learners. arxiv
  • Low-shot Visual Recognition by Shrinking and Hallucinating Features. arxiv
  • Matching Networks for One Shot Learning. arxiv
  • One-Shot Generalization in Deep Generative Models. pdf
  • One-shot Learning with Memory-Augmented Neural Networks. arxiv tensorflow
  • One-Shot Video Object Segmentation. arxiv tensorflow
  • Tinkering Under the Hood: Interactive Zero-Shot Learning with Net Surgery. arxiv
2015
  • Heterogeneous defect prediction. pdf
  • Learning Transferred Weights From Co-Occurrence Data for Heterogeneous Transfer Learning. pdf
  • Net2Net-Accelerating Learning via Knowledge Transfer. arxiv
  • Siamese Neural Networks for One-shot Image Recognition. pdf
  • Spatial Transformer Networks. arxiv tensorflow
  • Transfer Learning from Deep Features for Remote Sensing and Poverty Mapping. arxiv
  • Transfer learning using computational intelligence: A survey. pdf
  • Transfer learning used to analyze the dynamic evolution of the dust aerosol. url
  • Transferring Rich Feature Hierarchies for Robust Visual Tracking. arxiv
2014
  • Adaptation regularization: a general framework for transfer learning. [pdf] ⭐
  • Heterogeneous Domain Adaptation for Multiple Classes. [pdf]
  • How transferable are features in deep neural networks? arxiv
  • Hybrid heterogeneous transfer learning through deep learning. [pdf]
  • Learning with Augmented Features for Supervised and Semi-supervised Heterogeneous Domain Adaptation. [pdf]
  • Machine learning for targeted display advertising: transfer learning in action. [url]
  • Source Free Transfer Learning for Text Classification. [pdf]
2013
  • Active transfer learning for cross-system recommendation. [pdf]
  • Combating Negative Transfer From Predictive Distribution Differences. [url]
  • Feature Ensemble Plus Sample Selection: Domain Adaptation for Sentiment Classification. [pdf] ⭐
  • On handling negative transfer and imbalanced distributions in multiple source transfer learning. [pdf]
  • Transfer feature learning with joint distribution adaptation. [pdf]
2012
  • Cross-domain co-extraction of sentiment and topic lexicons. [pdf] ⭐
  • Domain adaptation from multiple sources: a domain-dependent regularization approach. [pdf]
  • Domain Transfer Multiple Kernel Learning. [pdf]
  • Information-Theoretical Learning of Discriminative Clusters for Unsupervised Domain Adaptation. [pdf]
  • Learning with Augmented Features for Heterogeneous Domain Adaptation. [pdf]
  • Semi-Supervised Kernel Matching for Domain Adaptation. [pdf]
  • Supplementary Material Geodesic Flow Kernel for Unsupervised Domain Adaptation. [pdf]
  • TALMUD: transfer learning for multiple domains. [pdf]
2011
  • Domain Adaptation for Large-Scale Sentiment Classification - A Deep Learning Approach. [pdf] ⭐
  • Heterogeneous domain adaptation using manifold alignment. [pdf]
  • Heterogeneous Transfer Learning for Image Classification. [pdf] [code]
  • Learning from multiple outlooks. [pdf]
  • Multi-source domain adaptation and its application to early detection of fatigue. [pdf] ⭐
  • What you saw is not what you get: Domain adaptation using asymmetric kernel transforms. [pdf]
2010
  • Boosting for transfer learning with multiple sources. [pdf]
  • Bregman Divergence-Based Regularization for Transfer Subspace Learning. [pdf]
  • Cross-Domain Sentiment Classification via Spectral Feature Alignment. [pdf] ⭐
  • Safety in numbers: Learning categories from few examples with multi model knowledge transfer. [pdf] ⭐
  • Transfer Learning in Collaborative Filtering for Sparsity Reduction.[url]
  • Transfer Learning for Collective Link Prediction in Multiple Heterogenous Domains. [url]
  • Transfer Learning on Heterogenous Feature Spaces via Spectral Transformation. [pdf]
Before 2010
  • A Survey on Transfer Learning. [url]] ⭐
  • Modeling Transfer Relationships Between Learning Tasks for Improved Inductive Transfer. [pdf]
  • To Transfer or Not To Transfer.[url]
  • Transfer learning for text classification. [url]
  • Transfer learning for collaborative filtering via a rating-matrix generative model.[url]
  • Transfer learning from multiple source domains via consensus regularization. [url]
  • Transfer Learning for Reinforcement Learning Domains: A Survey. [url] ⭐
  • [Zero-Shot] Zero-Shot Learning with Semantic Output Codes. pdf
  • Boosting for transfer learning. [url] ⭐
  • A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting. [pdf] ⭐
  • Domain Adaptation via Transfer Component Analysis. [pdf] ⭐
  • Co-clustering based Classification for Out-of-domain Documents. [pdf] ⭐
  • Frustratingly easy domain adaptation. [pdf] ⭐
  • Multi-task feature learning. [pdf] ⭐
  • Self-taught Learning-Transfer Learning from Unlabeled Data. [url] ⭐
  • Spectral domain-transfer learning. [url] ⭐
  • Translated learning: Transfer learning across different feature spaces.[url] ⭐

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Gopala KR / @gopala-kr

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