SOTAVerified

Domain Adaptation

Domain Adaptation is the task of adapting models across domains. This is motivated by the challenge where the test and training datasets fall from different data distributions due to some factor. Domain adaptation aims to build machine learning models that can be generalized into a target domain and dealing with the discrepancy across domain distributions.

Further readings:

( Image credit: Unsupervised Image-to-Image Translation Networks )

Papers

Showing 49515000 of 6439 papers

TitleStatusHype
Discriminative Joint Probability Maximum Mean Discrepancy (DJP-MMD) for Domain AdaptationCode0
Transferable Normalization: Towards Improving Transferability of Deep Neural NetworksCode0
Correlation-aware Adversarial Domain Adaptation and Generalization0
Light-weight Calibrator: a Separable Component for Unsupervised Domain AdaptationCode0
Discriminative Adversarial Domain AdaptationCode0
Class-Conditional Domain Adaptation on Semantic Segmentation0
Spatial-Aware GAN for Unsupervised Person Re-identification0
Unsupervised Domain Adaptation of Language Models for Reading Comprehension0
A Unified Deep Learning Approach for Prediction of Parkinson's Disease0
Deep Image-to-Video Adaptation and Fusion Networks for Action Recognition0
Learning New Tricks from Old Dogs -- Inter-Species, Inter-Tissue Domain Adaptation for Mitotic Figure Assessment0
Improving land cover segmentation across satellites using domain adaptationCode0
Multi-source Distilling Domain AdaptationCode0
Domain Adaptation for Object Detection via Style ConsistencyCode0
Improving Unsupervised Domain Adaptation with Variational Information Bottleneck0
Unsupervised Domain Adaptation by Optical Flow Augmentation in Semantic Segmentation0
Deep Detector Health Management under Adversarial Campaigns0
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-LabelingCode0
Neocortical plasticity: an unsupervised cake but no free lunch0
Curriculum Self-Paced Learning for Cross-Domain Object Detection0
Copy-Move Forgery Classification via Unsupervised Domain Adaptation0
Neural Duplicate Question Detection without Labeled Training DataCode0
Unsupervised Domain Adaptation on Reading ComprehensionCode0
Open-Ended Visual Question Answering by Multi-Modal Domain Adaptation0
Deep Transfer Learning for Thermal Dynamics Modeling in Smart Buildings0
Relation Adversarial Network for Low Resource Knowledge Graph Completion0
The TechQA DatasetCode0
Graph Domain Adaptation with Localized Graph Signal Representations0
Towards Domain Adaptation from Limited Data for Question Answering Using Deep Neural Networks0
Unsupervised Domain Adaptation of Contextual Embeddings for Low-Resource Duplicate Question Detection0
Federated Adversarial Domain Adaptation0
Fairness Violations and Mitigation under Covariate Shift0
Domain Adaptation with BERT-based Domain Classification and Data Selection0
Fast Domain Adaptation of Semantic Parsers via Paraphrase Attention0
NICT's participation to WAT 2019: Multilingualism and Multi-step Fine-Tuning for Low Resource NMT0
Generic and Specialized Word Embeddings for Multi-Domain Machine Translation0
Forget Me Not: Reducing Catastrophic Forgetting for Domain Adaptation in Reading ComprehensionCode0
Air-Writing Translater: A Novel Unsupervised Domain Adaptation Method for Inertia-Trajectory Translation of In-air Handwriting0
Improving Neural Machine Translation Robustness via Data Augmentation: Beyond Back-TranslationCode0
Extreme Learning Machine-Based Heterogeneous Domain Adaptation for Classification of Hyperspectral Images0
Biomedical Relation Classification by single and multiple source domain adaptation0
Domain Adaptation for Person-Job Fit with Transferable Deep Global Match Network0
Domain Adaptation of Document-Level NMT in IWSLT190
Transferable End-to-End Aspect-based Sentiment Analysis with Selective Adversarial LearningCode0
Machine Translation of Restaurant Reviews: New Corpus for Domain Adaptation and Robustness0
Deep Metric Learning-Based Feature Embedding for Hyperspectral Image ClassificationCode0
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic SegmentationCode0
Cross lingual transfer learning for zero-resource domain adaptation0
Deep causal representation learning for unsupervised domain adaptation0
Multi-sequence Cardiac MR Segmentation with Adversarial Domain Adaptation Network0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FFTATAverage Accuracy96Unverified
2PMTransAverage Accuracy95.3Unverified
3CMKDAverage Accuracy94.4Unverified
4SSRT-B (ours)Average Accuracy93.5Unverified
5CDTransAverage Accuracy92.6Unverified
6CoViAverage Accuracy91.8Unverified
7GSDEAverage Accuracy91.7Unverified
8FixBiAverage Accuracy91.4Unverified
9Contrastive Adaptation NetworkAverage Accuracy90.6Unverified
10BIWAAAverage Accuracy90.5Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU78.1Unverified
2ILM-ASSLmIoU76.6Unverified
3DCFmIoU69.3Unverified
4HRDA+PiPamIoU68.2Unverified
5MICmIoU67.3Unverified
6FREDOM - TransformermIoU67Unverified
7HRDAmIoU65.8Unverified
8SePiComIoU64.3Unverified
9MIC + Guidance TrainingmIoU63.8Unverified
10DAFormer + ProCSTmIoU61.6Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU77.8Unverified
2DCFmIoU77.7Unverified
3ILM-ASSLmIoU76.1Unverified
4MICmIoU75.9Unverified
5HRDA+PiPamIoU75.6Unverified
6HRDAmIoU73.8Unverified
7FREDOM - TransformermIoU73.6Unverified
8HALOmIoU73.3Unverified
9SePiComIoU70.3Unverified
10DAFormer + ProCSTmIoU69.4Unverified
#ModelMetricClaimedVerifiedStatus
1SWGAccuracy92.3Unverified
2RCLAccuracy90Unverified
3PGA (ViT-L/14)Accuracy89.4Unverified
4PMTransAccuracy89Unverified
5CMKDAccuracy89Unverified
6MICAccuracy86.2Unverified
7PGA (ViT-B/16)Accuracy85.1Unverified
8ELSAccuracy84.6Unverified
9SDAT (ViT-B/16)Accuracy84.3Unverified
10CDTrans (DeiT-B)Accuracy80.5Unverified
#ModelMetricClaimedVerifiedStatus
1FFTATAccuracy93.8Unverified
2RCLAccuracy93.2Unverified
3MICAccuracy92.8Unverified
4SWGAccuracy92.7Unverified
5CMKDAccuracy91.8Unverified
6DePTAccuracy90.7Unverified
7SDAT(ViT)Accuracy89.8Unverified
8SFDA2++Accuracy89.6Unverified
9PMtransAccuracy88.8Unverified
10CoViAccuracy88.5Unverified
#ModelMetricClaimedVerifiedStatus
1CMKDAccuracy94.3Unverified
2MCC+NWDAccuracy90.7Unverified
3GLOT-DRAccuracy90.4Unverified
4SPLAccuracy90.3Unverified
5DFA-SAFNAccuracy90.2Unverified
6DADAAccuracy89.3Unverified
7DFA-ENTAccuracy89.1Unverified
8MEDMAccuracy88.9Unverified
9DDAAccuracy88.9Unverified
10IAFN+ENTAccuracy88.9Unverified
#ModelMetricClaimedVerifiedStatus
1SoRAmIoU78.8Unverified
2ReinmIoU77.6Unverified
3CoDAmIoU72.6Unverified
4Refign (HRDA)mIoU72.1Unverified
5HALOmIoU71.9Unverified
6MICmIoU70.4Unverified
7HRDAmIoU68Unverified
8Refign (DAFormer)mIoU65.5Unverified
9VBLC (DAFormer)mIoU64.2Unverified
10CMFormermIoU60.1Unverified
#ModelMetricClaimedVerifiedStatus
1FACTAccuracy98.8Unverified
2FAMCDAccuracy98.72Unverified
3DFA-MCDAccuracy98.6Unverified
4Mean teacherAccuracy98.26Unverified
5DRANetAccuracy98.2Unverified
6SHOTAccuracy98Unverified
7DFA-ENTAccuracy97.9Unverified
8CyCleGAN (Light-weight Calibrator)Accuracy97.1Unverified