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 32013250 of 6439 papers

TitleStatusHype
Unsupervised Noise Adaptive Speech Enhancement by Discriminator-Constrained Optimal TransportCode1
Probabilistic Contrastive Learning for Domain AdaptationCode1
Mitigating domain shift in AI-based tuberculosis screening with unsupervised domain adaptation0
Synthetic magnetic resonance images for domain adaptation: Application to fetal brain tissue segmentation0
Multi-Modality Cardiac Image Analysis with Deep Learning0
Domain Attention Consistency for Multi-Source Domain AdaptationCode1
Solving Traffic4Cast Competition with U-Net and Temporal Domain AdaptationCode0
Semantically Consistent Image-to-Image Translation for Unsupervised Domain Adaptation0
Transferable Time-Series Forecasting under Causal Conditional ShiftCode1
TimeMatch: Unsupervised Cross-Region Adaptation by Temporal Shift EstimationCode1
Certainty Volume Prediction for Unsupervised Domain AdaptationCode0
Understanding Cross Domain Presentation Attack Detection for Visible Face Recognition0
Deep Least Squares Alignment for Unsupervised Domain AdaptationCode0
Personalized One-Shot Lipreading for an ALS Patient0
Huawei AARC’s Submissions to the WMT21 Biomedical Translation Task: Domain Adaption from a Practical Perspective0
MiSS@WMT21: Contrastive Learning-reinforced Domain Adaptation in Neural Machine Translation0
FJWU Participation for the WMT21 Biomedical Translation Task0
Multi-Domain Multilingual Question AnsweringCode1
Is Domain Adaptation Worth Your Investment? Comparing BERT and FinBERT on Financial Tasks0
Corporate Bankruptcy Prediction with BERT Model0
NB-MLM: Efficient Domain Adaptation of Masked Language Models for Sentiment AnalysisCode0
Unsupervised Multi-View Post-OCR Error Correction With Language Models0
Improving the Quality Trade-Off for Neural Machine Translation Multi-Domain Adaptation0
DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect ExtractionCode1
A Fine-Grained Domain Adaption Model for Joint Word Segmentation and POS TaggingCode0
PDALN: Progressive Domain Adaptation over a Pre-trained Model for Low-Resource Cross-Domain Named Entity Recognition0
TADPOLE: Task ADapted Pre-Training via AnOmaLy DEtection0
Less Is More: Domain Adaptation with Lottery Ticket for Reading ComprehensionCode0
Unsupervised Domain Adaptation Method with Semantic-Structural Alignment for Dependency Parsing0
Improving End-to-End Task-Oriented Dialog System with A Simple Auxiliary TaskCode1
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoderfor Unsupervised Sentence Embedding LearningCode1
WikiNEuRal: Combined Neural and Knowledge-based Silver Data Creation for Multilingual NERCode1
Domain-adaptation of spherical embeddings0
Unsupervised Domain Adaptation with Adapter0
Hierarchical Image Classification with A Literally Toy Dataset0
Robustness of deep learning algorithms in astronomy -- galaxy morphology studies0
Influential Prototypical Networks for Few Shot Learning: A Dermatological Case Study0
Combining Unsupervised and Text Augmented Semi-Supervised Learning for Low Resourced Autoregressive Speech Recognition0
Cycle-Balanced Representation Learning For Counterfactual InferenceCode0
C-MADA: Unsupervised Cross-Modality Adversarial Domain Adaptation framework for medical Image Segmentation0
On Label Shift in Domain Adaptation via Wasserstein Distance0
Dispensed Transformer Network for Unsupervised Domain Adaptation0
Contrast and Mix: Temporal Contrastive Video Domain Adaptation with Background Mixing0
Deep Transfer Learning for Multi-source Entity Linkage via Domain AdaptationCode0
2nd Place Solution for VisDA 2021 Challenge -- Universally Domain Adaptive Image Recognition0
Mapping conditional distributions for domain adaptation under generalized target shiftCode0
SurvITE: Learning Heterogeneous Treatment Effects from Time-to-Event DataCode1
Towards Audio Domain Adaptation for Acoustic Scene Classification using Disentanglement LearningCode0
Cross-Region Building Counting in Satellite Imagery using Counting ConsistencyCode0
Unsupervised Domain Adaptation with Dynamics-Aware Rewards in Reinforcement Learning0
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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