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domain-adaptation x

424 search results found

Transferlearning ⭐ 11,534

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

Transfer Learning Library ⭐ 2,559

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

POT : Python Optimal Transport

Stylegan Nada ⭐ 916

Dassl.pytorch ⭐ 681

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

Adaptsegnet ⭐ 586

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

Deep Transfer Learning ⭐ 517

A collection of implementations of deep domain adaptation algorithms

Knowledge-Aware machine LEarning (KALE): accessible machine learning from multiple sources for interdisciplinary research, part of the 🔥PyTorch ecosystem

Real Time Self Adaptive Deep Stereo ⭐ 377

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

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

Pytorch Domain Adaptation ⭐ 357

A collection of implementations of adversarial domain adaptation algorithms

Seg Uncertainty ⭐ 349

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

Cross Domain Detection ⭐ 308

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

Dann_py3 ⭐ 298

python 3 pytorch implementation of DANN

pytorch implementation of Domain-Adversarial Training of Neural Networks

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

Iros20 6d Pose Tracking ⭐ 276

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

Ssda_mme ⭐ 268

Semi-supervised Domain Adaptation via Minimax Entropy

Pytorch Adda ⭐ 264

A PyTorch implementation for Adversarial Discriminative Domain Adaptation

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

Intrada ⭐ 251

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

( 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.

Domain Adaptive Faster Rcnn Pytorch ⭐ 230

Domain Adaptive Faster R-CNN in PyTorch

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

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

Squeezesegv2 ⭐ 205

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

Transfer Learning Materials ⭐ 200

resource collection for transfer learning!

Universal Domain Adaptation ⭐ 190

Code release for Universal Domain Adaptation(CVPR 2019)

Awesome Domain Adaptation Python Toolbox

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

Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation

Everypixelmatters ⭐ 150

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

Deepcoral ⭐ 150

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

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)

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

Combogan ⭐ 128

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"

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"

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

Dise Domain Invariant Structure Extraction ⭐ 106

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

Imagenet R ⭐ 103

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

Transvae ⭐ 98

Unsupervised Video Domain Adaptation: A Disentanglement Perspective

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

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

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"

Synlidar ⭐ 88

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

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

Multi Domain Imbalance ⭐ 86

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

Cac Unet Digestpath2019 ⭐ 84

1st to MICCAI DigestPath2019 challenge (https://digestpath2019.grand-challenge.org/Home/) on colonoscopy tissue segmentation and classification task. (MICCAI 2019) https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

Iast Eccv2020 ⭐ 83

IAST: Instance Adaptive Self-training for Unsupervised Domain Adaptation (ECCV 2020) https://teacher.bupt.edu.cn/zhuchuang/en/index.htm

Lidar Distillation ⭐ 83

[ECCV 2022] LiDAR Distillation: Bridging the Beam-Induced Domain Gap for 3D Object Detection

[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

Moving Semantic Transfer Network ⭐ 82

Tensorflow codes for ICML2018, Learning Semantic Representations for Unsupervised Domain Adaptation

Here is the official implementation of the model KD3A in paper "KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge Distillation".

Domain Adaptation Based on the Triplet Loss

Cdcl Human Part Segmentation ⭐ 80

Repository for Paper: Cross-Domain Complementary Learning Using Pose for Multi-Person Part Segmentation (TCSVT20)

Pytorch Ada ⭐ 79

Another Domain Adaptation library, aimed at researchers.

Detectron Self Train ⭐ 78

A PyTorch Detectron codebase for domain adaptation of object detectors.

3dkeypoints Da ⭐ 78

Unsupervised Domain Adaptation for 3D Keypoint Estimation via View Consistency

[TKDD 2023] AdaTime: A Benchmarking Suite for Domain Adaptation on Time Series Data

Learning Texture Invariant Representation ⭐ 77

Learning Texture Invariant Representation for Domain Adaptation of Semantic Segmentation, CVPR 2020

Tl Bearing Fault Diagnosis ⭐ 77

Project about fault diagnosis using domain adaptation (transfer learning).

Ssda Yolo ⭐ 77

Codes for my paper "SSDA-YOLO: Semi-supervised Domain Adaptive YOLO for Cross-Domain Object Detection"

Convolutional Handwriting Gan ⭐ 75

ScrabbleGAN: Semi-Supervised Varying Length Handwritten Text Generation (CVPR20)

[ECCV2020] Content-Consistent Matching for Domain Adaptive Semantic Segmentation

Ml Cvpr2019 Swd ⭐ 74

Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation. In CVPR 2019.

Shot Plus ⭐ 73

code for our TPAMI 2021 paper "Source Data-absent Unsupervised Domain Adaptation through Hypothesis Transfer and Labeling Transfer"

Domain Consensus Clustering ⭐ 70

[CVPR2021] Domain Consensus Clustering for Universal Domain Adaptation

Hyperdomainnet ⭐ 69

Official Implementation for "HyperDomainNet: Universal Domain Adaptation for Generative Adversarial Networks" (NeurIPS 2022)

Dualstudent ⭐ 68

Code for Paper ''Dual Student: Breaking the Limits of the Teacher in Semi-Supervised Learning'' (ICCV 2019)

Hierarchical Attention Transfer Network for Cross-domain Sentiment Classification (AAAI'18)

Uda_release ⭐ 67

Unsupervised Domain Adaptation through Self-Supervision

Self Ensemble Visual Domain Adapt Photo ⭐ 66

Code repository for the VisDA-17 experiments in our paper 'Self-ensembling for Domain Adaptation'

Depth-aware Domain Adaptation in Semantic Segmentation

Cinnamon ⭐ 66

CinnaMon is a Python library which offers a number of tools to detect, explain, and correct data drift in a machine learning system

Game Feature Learning ⭐ 65

Cross-Domain Self-supervised Multi-task Feature Learning using Synthetic Imagery, CVPR'18

"Unified Deep Supervised Domain Adaptation and Generalization" (ICCV 2017)

Multinomial Adversarial Networks for Multi-Domain Text Classification (NAACL 2018)

Da_visualization ⭐ 62

[CVPR2021] "Visualizing Adapted Knowledge in Domain Transfer". Visualization for domain adaptation. #explainable-ai

Tlbook Code ⭐ 61

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

Implementation of "SCL: Towards Accurate Domain Adaptive Object Detection via Gradient Detach Based Stacked Complementary Losses"

Pixelda_gan ⭐ 58

Domain Adaptation using GAN

Implementation of "Harmonizing Transferability and Discriminability for Adapting Object Detectors" (CVPR 2020)

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