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3.8k

13.0k

mit

341

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

Created 2017-04-30

1,152 commits to master branch, last one 9 days ago

awesome-domain-adaptation zhaoxin94

858

4.9k

mit

141

A collection of AWESOME things about domian adaptation

paper awesome-list domain-adaptation few-shot-learning image-translation optimal-transport transfer-learning zero-shot-learning adversarial-learning

Created 2018-05-13

478 commits to master branch, last one 17 days ago

Transfer-Learning-Library thuml

542

3.2k

mit

47

Transfer Learning Library for Domain Adaptation, Task Adaptation, and Domain Generalization

dann finetune deep-learning self-training domain-adaptation image-translation transfer-learning adversarial-learning semi-supervised-learning unsupervised-domain-adaptation out-of-distribution-generalization

Created 2020-02-14

728 commits to master branch, last one 2 months ago

transferlearning-tutorial jindongwang

497

2.5k

unknown

104

《迁移学习简明手册》LaTex源码

awsome tutorial domain-adaptation transfer-learning

Created 2018-04-11

106 commits to master branch, last one about a year ago

POT PythonOT

484

2.3k

mit

48

POT : Python Optimal Transport

emd pot python ot-solver wasserstein sinkhorn-knopp machine-learning domain-adaptation optimal-transport gromov-wasserstein sinkhorn-divergences ot-mapping-estimation numerical-optimization wasserstein-barycenter wasserstein-barycenters wasserstein-discriminant-analysis

Created 2016-10-20

1,509 commits to master branch, last one 2 days ago

awesome-transfer-learning artix41

303

1.7k

unknown

94

Best transfer learning and domain adaptation resources (papers, tutorials, datasets, etc.)

paper awesome-list domain-adaptation transfer-learning unsupervised-learning

Created 2017-10-26

158 commits to master branch, last one 2 years ago

StyleGAN-nada rinongal

146

1.1k

mit

21

This repository has no description...

stylegan domain-adaptation generative-adversarial-network

Created 2021-06-21

34 commits to main branch, last one about a year ago

Dassl.pytorch KaiyangZhou

163

1.1k

mit

17

A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

pytorch deep-learning computer-vision machine-learning domain-adaptation benchmark-datasets deep-neural-networks domain-generalization artificial-intelligence semi-supervised-learning

Created 2020-03-10

306 commits to master branch, last one about a year ago

deep-transfer-learning easezyc

200

849

mit

9

A collection of implementations of deep domain adaptation algorithms

pytorch domain-adaptation transfer-learning deep-transfer-learning

Created 2018-07-06

38 commits to master branch, last one 2 years ago

AdaptSegNet wasidennis

205

840

unknown

19

Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

pytorch deep-learning computer-vision domain-adaptation adversarial-learning semantic-segmentation generative-adversarial-network

Created 2018-02-21

82 commits to master branch, last one 3 years ago

tf-dann pumpikano

224

627

mit

16

Domain-Adversarial Neural Network in Tensorflow

domain-adaptation tensorflow-models adversarial-learning

Created 2016-06-14

24 commits to master branch, last one 2 years ago

Multitask-Learning mbs0221

143

626

unknown

27

Awesome Multitask Learning Resources

deep-learning meta-learning sparse-learning machine-learning domain-adaptation few-shot-learning transfer-learning federated-learning convex-optimization multi-task-learning

Created 2018-11-02

56 commits to master branch, last one 3 years ago

bonito BatsResearch

35

539

bsd-3-clause

13

A lightweight library for generating synthetic instruction tuning datasets for your data without GPT.

gpt llm synthetic-data task-adaptation domain-adaptation zero-shot-learning synthetic-dataset-generation

Created 2024-02-25

23 commits to main branch, last one 2 months ago

awesome-test-time-adaptation tim-learn

40

538

mit

16

Collection of awesome test-time (domain/batch/instance) adaptation methods

domain-adaptation transfer-learning distribution-shift test-time-training test-time-adaptation domain-generalization test-time-augmentation source-free-domain-adaptation continual-test-time-adaptation

Created 2021-12-14

161 commits to main branch, last one 11 days ago

Exclusively-Dark-Image-Dataset cs-chan

103

505

bsd-3-clause

12

Exclusively Dark (ExDARK) dataset which to the best of our knowledge, is the largest collection of low-light images taken in very low-light environments to twilight (i.e 10 different conditions) to-da...

exdark dataset night-images deep-learning computer-vision low-light-image image-processing object-detection domain-adaptation image-translation

Created 2018-05-28

113 commits to master branch, last one 9 months ago

DANN_py3 fungtion

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488

mit

4

python 3 pytorch implementation of DANN

dann docker python3 pytorch domain-adaptation

Created 2019-04-29

9 commits to master branch, last one about a year ago

pytorch-adda corenel

138

466

mit

8

A PyTorch implementation for Adversarial Discriminative Domain Adaptation

pytorch deep-learning domain-adaptation generative-adversarial-network

Created 2017-08-17

22 commits to master branch, last one 6 years ago

pykale pykale

64

430

mit

11

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem. ⭐ Star to support our work!

python pytorch multimodal data-science deep-learning meta-learning graph-analysis computer-vision machine-learning domain-adaptation transfer-learning multimodal-learning medical-image-analysis knowledge-aware-learning

Created 2020-06-30

3,025 commits to main branch, last one 2 days ago

powerful-benchmarker KevinMusgrave

44

426

unknown

10

A library for ML benchmarking. It's powerful.

pytorch benchmarking deep-learning computer-vision metric-learning machine-learning domain-adaptation transfer-learning

Created 2019-11-09

895 commits to domain-adaptation branch, last one 4 months ago

awesome-source-free-test-time-adaptation YuejiangLIU

41

425

unknown

12

A curated list of papers in Test-time Adaptation, Test-time Training and Source-free Domain Adaptation

robustness awesome-list domain-adaptation test-time-adaptation

Created 2022-01-09

48 commits to main branch, last one 8 months ago

SHOT tim-learn

80

423

mit

7

code released for our ICML 2020 paper "Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation"

icml-2020 pseudo-labeling domain-adaptation transfer-learning source-hypothesis-transfer partial-set-domain-adaptation source-free-domain-adaptation multi-source-domain-adaptation

Created 2020-06-14

70 commits to master branch, last one 3 months ago

Real-time-self-adaptive-deep-stereo CVLAB-Unibo

75

417

apache-2.0

26

Code for "Real-time self-adaptive deep stereo" - CVPR 2019 (ORAL)

madnet dispnet cvpr2019 tensorflow cvpr2019-oral stereo-vision domain-adaptation online-adaptation pretrained-weights deep-stereo-network unsupervised-machine-learning

Created 2018-10-12

39 commits to master branch, last one 2 years ago

cross-domain-detection naoto0804

75

417

unknown

11

Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation [Inoue+, CVPR2018].

chainer cross-domain object-detection domain-adaptation weakly-supervised-learning

Created 2018-03-11

34 commits to master branch, last one 2 months ago

Seg-Uncertainty layumi

53

381

mit

13

IJCAI2020 & IJCV2021 :city_sunrise: Unsupervised Scene Adaptation with Memory Regularization in vivo

gta5 ijcv ijcai mrnet pytorch synthia robotcar ijcai2020 cityscapes domainadaptation self-driving-car domain-adaptation transfer-learning semantic-segmentation pytorch-implementation

Created 2020-01-29

94 commits to master branch, last one 4 months ago

iros20-6d-pose-tracking wenbowen123

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368

other

15

[IROS 2020] se(3)-TrackNet: Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains

3d ycb robot robots dataset robotics tracking 6dof-pose ycb-video manipulation 6dof-tracking synthetic-data computer-vision pose-estimation domain-adaptation synthetic-domains 6d-pose-estimation human-robot-interaction

Created 2020-02-23

14 commits to master branch, last one 9 months ago

salad domainadaptation

42

331

mpl-2.0

16

A toolbox for domain adaptation and semi-supervised learning. Contributions welcome.

pytorch deep-learning machine-learning domain-adaptation

Created 2018-09-23

39 commits to master branch, last one 3 years ago

pytorch-adapt KevinMusgrave

16

330

mit

4

Domain adaptation made easy. Fully featured, modular, and customizable.

pytorch deep-learning computer-vision machine-learning domain-adaptation transfer-learning

Created 2021-08-10

693 commits to main branch, last one about a year ago

LoveDA Junjue-Wang

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323

unknown

4

[NeurIPS 2021] LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation

pytorch remote-sensing domain-adaptation semantic-segmentation

Created 2021-10-13

72 commits to master branch, last one 19 days ago

gpl UKPLab

38

314

apache-2.0

6

Powerful unsupervised domain adaptation method for dense retrieval. Requires only unlabeled corpus and yields massive improvement: "GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation o...

nlp bert transformers vector-search domain-adaptation information-retrieval

Created 2021-12-14

52 commits to main branch, last one about a year ago

Domain-Adaptive-Faster-RCNN-PyTorch krumo

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298

mit

7

Domain Adaptive Faster R-CNN in PyTorch

object-detection domain-adaptation

Created 2019-09-30

15 commits to master branch, last one about a year ago