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domain-adaptation x

517 search results found

Transferlearning ⭐ 12,494

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

Awesome Domain Adaptation ⭐ 4,822

A collection of AWESOME things about domian adaptation

Transfer Learning Library ⭐ 2,883

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

Transferlearning Tutorial ⭐ 2,344

《迁移学习简明手册》LaTex源码

POT : Python Optimal Transport

Awesome Transfer Learning ⭐ 1,539

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

Stylegan Nada ⭐ 916

Dassl.pytorch ⭐ 681

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

Unsupervised Domain Adaptation Papers and Code

Adaptsegnet ⭐ 586

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

Tf Dann ⭐ 580

Domain-Adversarial Neural Network in Tensorflow

Deep Transfer Learning ⭐ 517

A collection of implementations of deep domain adaptation algorithms

Exclusively Dark Image Dataset ⭐ 461

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-date with image class and object level annotations.

Powerful Benchmarker ⭐ 426

A library for ML benchmarking. It's powerful.

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

Transfer Learning Library

Awesome Test Time Adaptation ⭐ 378

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

Real Time Self Adaptive Deep Stereo ⭐ 377

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

Seg Uncertainty ⭐ 374

IJCAI2020 & IJCV2021 🌇 Unsupervised Scene Adaptation with Memory Regularization in vivo

EANet: Enhancing Alignment for Cross-Domain Person Re-identification

Multitask Learning ⭐ 374

Awesome Multitask Learning Resources

Pytorch Domain Adaptation ⭐ 357

A collection of implementations of adversarial domain adaptation algorithms

Awesome Source Free Test Time Adaptation ⭐ 340

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

Cross Domain Detection ⭐ 308

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

Iros20 6d Pose Tracking ⭐ 299

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

Dann_py3 ⭐ 298

python 3 pytorch implementation of DANN

pytorch implementation of Domain-Adversarial Training of Neural Networks

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

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

Ssda_mme ⭐ 268

Semi-supervised Domain Adaptation via Minimax Entropy

Intrada ⭐ 267

Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision (CVPR 2020 Oral)

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

Pytorch Adda ⭐ 264

A PyTorch implementation for Adversarial Discriminative Domain Adaptation

[ICCV 2019 (Oral)] Temporal Attentive Alignment for Large-Scale Video Domain Adaptation (PyTorch)

Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation (CVPR 2021)

Awesome Domain Adaptation Python Toolbox

( CVPR2019 Oral ) Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation

Pytorch Adapt ⭐ 234

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

Da_detection_material ⭐ 233

A Collection of Domain Adaptation for Object Detection Material

Domain Adaptive Faster Rcnn Pytorch ⭐ 230

Domain Adaptive Faster R-CNN in PyTorch

Awesome Domain Adaptation Object Detection ⭐ 228

A collection of papers about domain adaptation object detection. Welcome to PR the works (papers, repositories) that are missed by the repo.

Transfer Learning Materials ⭐ 227

resource collection for transfer learning!

code of Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations (CVPR2020 oral)

[ICLR-2020] Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification.

Batchformer ⭐ 210

CVPR2022, BatchFormer: Learning to Explore Sample Relationships for Robust Representation Learning, https://arxiv.org/abs/2203.01522

Squeezesegv2 ⭐ 205

Implementation of SqueezeSegV2, Improved Model Structure and Unsupervised Domain Adaptation for Road-Object Segmentation from a LiDAR Point Cloud

Learning Via Translation ⭐ 202

Image-Image Domain Adaptation with Preserved Self-Similarity and Domain-Dissimilarity for Person Re-identification (https://arxiv.org/pdf/1711.07027.pdf). CVPR2018

Universal Domain Adaptation ⭐ 190

Code release for Universal Domain Adaptation(CVPR 2019)

Self Similarity Grouping ⭐ 188

Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identification (ICCV 2019, Oral)

Code for <Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training> in ECCV18

Meta Selflearning ⭐ 175

Meta Self-learning for Multi-Source Domain Adaptation： A Benchmark

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

Tlbook Code ⭐ 163

Code for Transfer Learning book--《迁移学习导论》配套代码

Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation

Awesome Neural Adaptation In Nlp ⭐ 161

Awesome Neural Adaptation in Natural Language Processing. A curated list. https://arxiv.org/abs/2006.00632

Deepcoral ⭐ 150

A PyTorch implementation of 'Deep CORAL: Correlation Alignment for Deep Domain Adaptation.', ECCV 2016

Everypixelmatters ⭐ 150

Implementation of ECCV 2020 paper "Every Pixel Matters: Center-aware Feature Alignment for Domain Adaptive Object Detector"

Self Ensemble Visual Domain Adapt ⭐ 143

Code repository for the small image experiments our paper 'Self-ensembling for Domain Adaptation'

Code for <Confidence Regularized Self-Training> in ICCV19 (Oral)

Icassp 2023 Papers ⭐ 139

ICASSP 2023 Papers: A complete collection of influential and exciting research papers from the ICASSP 2023 conference. Explore the latest advancements in acoustics, speech and signal processing. Code included. Star the repository to support the advancement of audio and signal processing!

Tl Bearing Fault Diagnosis ⭐ 135

Bearing Fault Diagnosis Employing Transfer Learning Techniques: Domain Adaptation and Domain Generalization

Learning Meta Face Recognition in Unseen Domains, CVPR, Oral, 2020

(ICCV'19 Oral) Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation

Domain Adapted Atsc ⭐ 128

code for our 2019 paper: "Adapt or Get Left Behind: Domain Adaptation through BERT Language Model Finetuning for Aspect-Target Sentiment Classification"

[CVPR 2022 Oral] Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2111.12940

Combogan ⭐ 128

Opencompounddomainadaptation Ocda ⭐ 125

Pytorch implementation for "Open Compound Domain Adaptation" (CVPR 2020 ORAL)

Neuraldialog Zsdg ⭐ 123

PyTorch codebase for zero-shot dialog generation SIGDIAL 2018, It is released by Tiancheng Zhao (Tony) from Dialog Research Center, LTI, CMU

[CVPR 2020] Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation (PyTorch)

Dta.pytorch ⭐ 122

Official implementation of Drop to Adapt: Learning Discriminative Features for Unsupervised Domain Adaptation, to be presented at ICCV 2019.

Adaptationseg ⭐ 116

Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes, ICCV 2017

Generate_to_adapt ⭐ 115

Implementation of "Generate To Adapt: Aligning Domains using Generative Adversarial Networks"

[CVPR' 22 ORAL] SIGMA: Semantic-complete Graph Matching for Domain Adaptative Object Detection

Domain Adaptation Toolbox ⭐ 110

Wrappers and implementations of several domain adaptation / transfer learning / semi-supervised learning algorithms

Adversarial Feature Augmentation ⭐ 109

Code for the paper "Adversarial Feature Augmentation for Unsupervised Domain Adaptation", CVPR 2018

Contrastive Adaptation Network For Unsupervised Domain Adaptation ⭐ 108

pytorch implementation for Contrastive Adaptation Network

Transvae ⭐ 108

[NeurIPS'23] Unsupervised Video Domain Adaptation for Action Recognition: A Disentanglement Perspective

Robustness ⭐ 107

Robustness and adaptation of ImageNet scale models. Pre-Release, stay tuned for updates.

Dise Domain Invariant Structure Extraction ⭐ 106

Pytorch Implementation -- All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation, CVPR 2019

Awesome Forgetting In Deep Learning ⭐ 104

A Comprehensive Survey of Forgetting in Deep Learning Beyond Continual Learning. arXiv:2307.09218.

Imagenet R ⭐ 103

ImageNet-R(endition) and DeepAugment (ICCV 2021)

Correlation Alignment for Domain Adaptation

Synlidar ⭐ 102

SynLiDAR: Synthetic LiDAR sequential point cloud dataset with point-wise annotations (AAAI2022)

[ESI Highly Cited Paper] Official Implementation of SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation https://arxiv.org/abs/2204.08808

Crossnorm Selfnorm ⭐ 98

CrossNorm and SelfNorm for Generalization under Distribution Shifts, ICCV 2021

Monoculardepth Inference ⭐ 98

Inference pipeline for the CVPR paper entitled "Real-Time Monocular Depth Estimation using Synthetic Data with Domain Adaptation via Image Style Transfer."

Weak Supervision For Ner ⭐ 97

Framework to learn Named Entity Recognition models without labelled data using weak supervision.

[ICML 2021] Break-It-Fix-It: Unsupervised Learning for Program Repair

[ICML 2020] Continuously Indexed Domain Adaptation

Meta Learning Bert ⭐ 94

Meta learning with BERT as a learner

Learning from Synthetic Data: Addressing Domain Shift for Semantic Segmentation

Self-Ensembling Attention Networks: Addressing Domain Shift for Semantic Segmentation

[CVPR 2019] Official TensorFlow Implementation for "Deep Defocus Map Estimation using Domain Adaptation"

Auto-labeling of point cloud sequences for 3D object detection using an ensemble of experts and temporal refinement

Geometry-Aware Symmetric Domain Adaptation for Monocular Depth Estimation, CVPR 2019

[ICCV 2023] Official implementation of "PØDA: Prompt-driven Zero-shot Domain Adaptation"

Multi Domain Imbalance ⭐ 86

[ECCV 2022] Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization, and Beyond

Domain Adaptation and Generalization for Medical Image Analysis

Pytorch Dann ⭐ 85

PyTorch implementation of DANN (Domain-Adversarial Training of Neural Networks)

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