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Top 16 Python domain-adaptation Projects
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transferlearning
Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习
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Transfer-Learning-Library
Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization
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bonito
A lightweight library for generating synthetic instruction tuning datasets for your data without GPT. (by BatsResearch)
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pykale
Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem. ⭐ Star to support our work!
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gpl
Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: "GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval" https://arxiv.org/abs/2112.07577 (by UKPLab)
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SaaSHub
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multi-domain-imbalance
[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond
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IAST-ECCV2020
IAST: Instance Adaptive Self-training for Unsupervised Domain Adaptation (ECCV 2020) https://teacher.bupt.edu.cn/zhuchuang/en/index.htm
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DA-RetinaNet
Official Detectron2 implementation of DA-RetinaNet of our Image and Vision Computing 2021 work 'An unsupervised domain adaptation scheme for single-stage artwork recognition in cultural sites'
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DA-Faster-RCNN
Detectron2 implementation of DA-Faster R-CNN, Domain Adaptive Faster R-CNN for Object Detection in the Wild, Computer Vision and Pattern Recognition (CVPR) 2018
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hierarchical-domain-adaptation
Code of NAACL 2022 "Efficient Hierarchical Domain Adaptation for Pretrained Language Models" paper.
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SaaSHub
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python domain-adaptation discussion
Python domain-adaptation related posts
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PyTorch-adapt re-purposes existing ML models to work in new domains
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Artists Tomorrow
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[R] A benchmarking framework for time-series unsupervised domain adaptation
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Code + Data for Paper (AAAI 2022): Multiple-Source Domain Adaptation via Coordinated Domain Encoders and Paired Classifiers
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Domain adaptation text recognition/OCR dataset (MSDA) and benchmark: Multi-source domain adaptation dataset for text recognition
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Matching images – boost your Data Augmentation pipeline
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A note from our sponsor - CodeRabbit
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Index
What are some of the best open-source domain-adaptation projects in Python? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | transferlearning | 13,785 |
| 2 | Transfer-Learning-Library | 3,622 |
| 3 | StyleGAN-nada | 1,172 |
| 4 | bonito | 757 |
| 5 | pykale | 455 |
| 6 | pytorch-adapt | 361 |
| 7 | gpl | 326 |
| 8 | AdaTime | 199 |
| 9 | Meta-SelfLearning | 199 |
| 10 | pytorch-DANN | 131 |
| 11 | multi-domain-imbalance | 130 |
| 12 | IAST-ECCV2020 | 82 |
| 13 | DA-RetinaNet | 62 |
| 14 | DA-Faster-RCNN | 53 |
| 15 | hierarchical-domain-adaptation | 32 |
| 16 | CEPC | 7 |
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