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Title: GitHub - thuml/Transfer-Learning-Library: Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

Open Graph Title: GitHub - thuml/Transfer-Learning-Library: Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

X Title: GitHub - thuml/Transfer-Learning-Library: Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

Description: Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization - thuml/Transfer-Learning-Library

Open Graph Description: Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization - thuml/Transfer-Learning-Library

X Description: Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization - thuml/Transfer-Learning-Library

Mail addresses
cbx_99_hasta@outlook.com
JiangJunguang1123@outlook.com
longmingsheng@gmail.com

Opengraph URL: https://github.com/thuml/Transfer-Learning-Library

X: @github

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DATASETS.md	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/DATASETS.md
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A Roadmap for Transfer Learning	https://github.com/thuml/A-Roadmap-for-Transfer-Learning
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#20222
Transferablity in Deep Learning	https://arxiv.org/abs/2201.05867
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#supported-methods
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#domain-adaptation-for-classification-code
[ICML 2015]	http://proceedings.mlr.press/v37/ganin15.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/dann.py
[ICML 2015]	http://ise.thss.tsinghua.edu.cn/~mlong/doc/deep-adaptation-networks-icml15.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/dan.py
[ICML 2017]	http://ise.thss.tsinghua.edu.cn/~mlong/doc/joint-adaptation-networks-icml17.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/jan.py
[CVPR 2017]	http://openaccess.thecvf.com/content_cvpr_2017/papers/Tzeng_Adversarial_Discriminative_Domain_CVPR_2017_paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/adda.py
[NIPS 2018]	http://papers.nips.cc/paper/7436-conditional-adversarial-domain-adaptation
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/cdan.py
[CVPR 2018]	http://openaccess.thecvf.com/content_cvpr_2018/papers/Saito_Maximum_Classifier_Discrepancy_CVPR_2018_paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/mcd.py
[ICML 2019]	http://proceedings.mlr.press/v97/zhang19i/zhang19i.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/mdd.py
[ICML 2019]	http://proceedings.mlr.press/v97/chen19i/chen19i.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/bsp.py
[ECCV 2020]	http://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123660460.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/image_classification/mcc.py
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	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#domain-adaptation-for-object-detection-code
[ICCV 2017]	https://openaccess.thecvf.com/content_ICCV_2017/papers/Zhu_Unpaired_Image-To-Image_Translation_ICCV_2017_paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/object_detection/cycle_gan.py
[ICLR 2022]	https://openreview.net/pdf?id=VNqaB1g9393
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/object_detection/d_adapt
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	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#domain-adaptation-for-semantic-segmentation-code
[ICCV 2017]	https://openaccess.thecvf.com/content_ICCV_2017/papers/Zhu_Unpaired_Image-To-Image_Translation_ICCV_2017_paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/semantic_segmentation/cycle_gan.py
[ICML 2018]	http://proceedings.mlr.press/v80/hoffman18a.html
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/semantic_segmentation/cycada.py
[CVPR 2019]	http://openaccess.thecvf.com/content_CVPR_2019/papers/Vu_ADVENT_Adversarial_Entropy_Minimization_for_Domain_Adaptation_in_Semantic_Segmentation_CVPR_2019_paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/semantic_segmentation/advent.py
[CVPR 2020]	https://arxiv.org/abs/2004.05498
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	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#domain-adaptation-for-keypoint-detection-code
[CVPR 2021]	http://ise.thss.tsinghua.edu.cn/~mlong/doc/regressive-domain-adaptation-cvpr21.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/keypoint_detection
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/re_identification
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#domain-adaptation-for-person-re-identification-code
[ECCV 2018]	https://openaccess.thecvf.com/content_ECCV_2018/papers/Xingang_Pan_Two_at_Once_ECCV_2018_paper.pdf
[ICLR 2020]	https://arxiv.org/abs/2001.01526
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/re_identification/mmt.py
[CVPR 2018]	https://arxiv.org/pdf/1811.10551.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/re_identification/spgan.py
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/partial_domain_adaptation
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#partial-domain-adaptation-code
[CVPR 2018]	https://arxiv.org/abs/1803.09210
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/partial_domain_adaptation/iwan.py
[ICCV 2019]	https://arxiv.org/pdf/1811.07456v2.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/partial_domain_adaptation/afn.py
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/openset_domain_adaptation
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#open-set-domain-adaptation-code
[ECCV 2018]	https://arxiv.org/abs/1804.10427
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_adaptation/openset_domain_adaptation/osbp.py
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/image_classification
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#domain-generalization-for-classification-code
[ECCV 2018]	https://openaccess.thecvf.com/content_ECCV_2018/papers/Xingang_Pan_Two_at_Once_ECCV_2018_paper.pdf
[ICLR 2021]	https://arxiv.org/abs/2104.02008
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/image_classification/mixstyle.py
[AAAI 2018]	https://arxiv.org/pdf/1710.03463.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/image_classification/mldg.py
[ArXiv]	https://arxiv.org/abs/1907.02893
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/image_classification/irm.py
[ICML 2021]	https://arxiv.org/abs/2003.00688
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/image_classification/vrex.py
[ArXiv]	https://arxiv.org/abs/1911.08731
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/image_classification/groupdro.py
[ECCV 2016]	https://arxiv.org/abs/1607.01719
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/image_classification/coral.py
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/re_identification
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#domain-generalization-for-person-re-identification-code
[ECCV 2018]	https://openaccess.thecvf.com/content_ECCV_2018/papers/Xingang_Pan_Two_at_Once_ECCV_2018_paper.pdf
[ICLR 2021]	https://arxiv.org/abs/2104.02008
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/domain_generalization/re_identification/mixstyle.py
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#task-adaptation-fine-tuning-for-image-classification-code
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification/delta.py
[NIPS 2019]	https://proceedings.neurips.cc/paper/2019/file/c6bff625bdb0393992c9d4db0c6bbe45-Paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification/bss.py
[ICLR 2019]	https://openreview.net/pdf?id=rkgbwsAcYm
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification/delta.py
[NIPS 2020]	http://ise.thss.tsinghua.edu.cn/~mlong/doc/co-tuning-for-transfer-learning-nips20.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification/co_tuning.py
[NIPS 2020]	https://papers.nips.cc/paper/2020/file/bc573864331a9e42e4511de6f678aa83-Paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification/stochnorm.py
[ECCV 2016]	https://arxiv.org/abs/1606.09282
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification/lwf.py
[ArXiv]	https://arxiv.org/abs/2011.06182?utm_source=feedburner&utm_medium=feed&utm_campaign=Feed%3A+arxiv%2FQSXk+%28ExcitingAds%21+cs+updates+on+arXiv.org%29
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/task_adaptation/image_classification/bi_tuning.py
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/model_selection
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#pre-trained-model-selection-code
[ICIP 2019]	http://yangli-feasibility.com/home/media/icip-19.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/model_selection/hscore.py
[ICCV 2019]	https://arxiv.org/pdf/1908.08142v1.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/model_selection/nce.py
[ICML 2020]	http://proceedings.mlr.press/v119/nguyen20b/nguyen20b.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/model_selection/leep.py
[ICML 2021]	https://arxiv.org/pdf/2102.11005.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/model_selection/logme.py
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification
	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#semi-supervised-learning-for-classification-code
[ICML 2013]	http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.664.3543&rep=rep1&type=pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/pseudo_label.py
[ICLR 2017]	https://arxiv.org/abs/1610.02242
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/pi_model.py
[NIPS 2017]	https://arxiv.org/abs/1703.01780
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/mean_teacher.py
[CVPR 2020]	https://openaccess.thecvf.com/content_CVPR_2020/papers/Xie_Self-Training_With_Noisy_Student_Improves_ImageNet_Classification_CVPR_2020_paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/noisy_student.py
[NIPS 2020]	https://arxiv.org/pdf/1904.12848v4.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/uda.py
[NIPS 2020]	https://arxiv.org/abs/2001.07685
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/fixmatch.py
[ICML 2021]	http://ise.thss.tsinghua.edu.cn/~mlong/doc/Self-Tuning-for-Data-Efficient-Deep-Learning-icml21.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/self_tuning.py
[NIPS 2021]	https://arxiv.org/abs/2110.08263
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/flexmatch.py
[CVPR 2022]	https://openaccess.thecvf.com/content/CVPR2022/papers/Wang_Debiased_Learning_From_Naturally_Imbalanced_Pseudo-Labels_CVPR_2022_paper.pdf
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/debiasmatch.py
[NIPS 2022 Oral]	https://arxiv.org/abs/2202.07136
[Code]	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library/blob/master/examples/semi_supervised_learning/image_classification/dst.py
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Documentation	http://tl.thuml.ai/
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迁移学习算法库答疑专区	https://zhuanlan.zhihu.com/p/248104070
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transfer.thuml.ai	http://transfer.thuml.ai
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self-training	https://patch-diff.githubusercontent.com/topics/self-training
transfer-learning	https://patch-diff.githubusercontent.com/topics/transfer-learning
image-translation	https://patch-diff.githubusercontent.com/topics/image-translation
adversarial-learning	https://patch-diff.githubusercontent.com/topics/adversarial-learning
domain-adaptation	https://patch-diff.githubusercontent.com/topics/domain-adaptation
finetune	https://patch-diff.githubusercontent.com/topics/finetune
unsupervised-domain-adaptation	https://patch-diff.githubusercontent.com/topics/unsupervised-domain-adaptation
dann	https://patch-diff.githubusercontent.com/topics/dann
out-of-distribution-generalization	https://patch-diff.githubusercontent.com/topics/out-of-distribution-generalization
Readme	https://patch-diff.githubusercontent.com/thuml/Transfer-Learning-Library#readme-ov-file
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