117 Open source projects that are alternatives of or similar to Dta.pytorch

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

Code for Langer et al. "Domain Transfer for Semantic Segmentation of LiDAR Data using Deep Neural Networks", IROS, 2020.

Deep Transfer Learning Papers

Domain-Adversarial Neural Network in Tensorflow

traditional domain adaptation methods (e.g., GFK, TCA, SA)

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

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

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

Domain adaptation networks for digit recognitioning

Code of Gradually Vanishing Bridge for Adversarial Domain Adaptation (CVPR2020)

Transfer-Learning-Library

Attending to Discriminative Certainty for Domain Adaptation

A simple implementation of Deep Domain Confusion: Maximizing for Domain Invariance

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

Inference pipeline for the CVPR paper entitled "Real-Time Monocular Depth Estimation using Synthetic Data with Domain Adaptation via Image Style Transfer" (http://www.atapour.co.uk/papers/CVPR2018.pdf).

A PyTorch implementation for Adversarial Discriminative Domain Adaptation

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

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

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

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

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

Codes for the paper 'Learning to Fuse Music Genres with Generative Adversarial Dual Learning' ICDM 17

Learning from Synthetic Data: Addressing Domain Shift for Semantic Segmentation

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

Repository of the paper "Generalizing Person Re-Identification by Camera-Aware Instance Learning and Cross-Domain Mixup"

POT : Python Optimal Transport

A PyTorch implementation for Adversarial Representation Learning for Domain Adaptation

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

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

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

pytorch implementation of Domain-Adversarial Training of Neural Networks

ImageNet-R(endition) and DeepAugment

Awesome Multitask Learning Resources

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

A collection of implementations of deep domain adaptation algorithms

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

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

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

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

Library of transfer learners and domain-adaptive classifiers.

Awesome Domain Adaptation Python Toolbox

Domain Adaptive Faster R-CNN in PyTorch

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

Cross-domain NER using cross-domain language modeling, code for ACL 2019 paper

AutoDIAL Caffe Implementation

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

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

Meta learning with BERT as a learner

VR-Caps: A Virtual Environment for Active Capsule Endoscopy

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

Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling

self-supervised domain adaptation

[NeurIPS2021 Poster] LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation

A PyTorch Detectron codebase for domain adaptation of object detectors.

Repository for the article "Unsupervised domain adaptation for medical imaging segmentation with self-ensembling".

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

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

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

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