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 35013550 of 6439 papers

TitleStatusHype
Few-Shot Domain Adaptation For End-to-End CommunicationCode1
PROTEST-ER: Retraining BERT for Protest Event Extraction0
WIND: Weighting Instances Differentially for Model-Agnostic Domain AdaptationCode0
Unsupervised Energy-based Adversarial Domain Adaptation for Cross-domain Text Classification0
Unsupervised Domain Adaptation for Event Detection using Domain-specific Adapters0
A Comparison of Sentence-Weighting Techniques for NMT0
Bidirectional Domain Adaptation Using Weighted Multi-Task LearningCode0
Samsung R&D Institute Poland submission to WAT 2021 Indic Language Multilingual Task0
Exploiting Auxiliary Data for Offensive Language Detection with Bidirectional Transformers0
How Helpful is Inverse Reinforcement Learning for Table-to-Text Generation?Code0
MedAI at SemEval-2021 Task 10: Negation-aware Pre-training for Source-free Negation Detection Domain Adaptation0
YNU-HPCC at SemEval-2021 Task 10: Using a Transformer-based Source-Free Domain Adaptation Model for Semantic Processing0
Bridge-Based Active Domain Adaptation for Aspect Term ExtractionCode0
Matching Distributions between Model and Data: Cross-domain Knowledge Distillation for Unsupervised Domain Adaptation0
Taming Pre-trained Language Models with N-gram Representations for Low-Resource Domain AdaptationCode1
Stance Detection in COVID-19 Tweets0
BLCUFIGHT at SemEval-2021 Task 10: Novel Unsupervised Frameworks For Source-Free Domain Adaptation0
BOUN at SemEval-2021 Task 9: Text Augmentation Techniques for Fact Verification in Tabular Data0
IITK at SemEval-2021 Task 10: Source-Free Unsupervised Domain Adaptation using Class Prototypes0
PTST-UoM at SemEval-2021 Task 10: Parsimonious Transfer for Sequence Tagging0
Self-Adapter at SemEval-2021 Task 10: Entropy-based Pseudo-Labeler for Source-free Domain Adaptation0
SemEval-2021 Task 10: Source-Free Domain Adaptation for Semantic ProcessingCode0
The University of Arizona at SemEval-2021 Task 10: Applying Self-training, Active Learning and Data Augmentation to Source-free Domain Adaptation0
Conditional Bures Metric for Domain Adaptation0
Sparse-to-dense Feature Matching: Intra and Inter domain Cross-modal Learning in Domain Adaptation for 3D Semantic SegmentationCode1
T-SVDNet: Exploring High-Order Prototypical Correlations for Multi-Source Domain AdaptationCode1
ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic SegmentationCode1
Addressing materials' microstructure diversity using transfer learning0
Profile to Frontal Face Recognition in the Wild Using Coupled Conditional GAN0
Generalizing Gaze Estimation with Outlier-guided Collaborative AdaptationCode1
Adversarial Open Domain Adaption Framework (AODA): Sketch-to-Photo Synthesis0
SimROD: A Simple Adaptation Method for Robust Object DetectionCode1
Adversarial Unsupervised Domain Adaptation with Conditional and Label Shift: Infer, Align and Iterate0
Unsupervised Monocular Depth Estimation in Highly Complex EnvironmentsCode1
Recursively Conditional Gaussian for Ordinal Unsupervised Domain Adaptation0
Adaptation and Generalization for Unknown Sensitive Factors of Variations0
A Low-Cost Neural ODE with Depthwise Separable Convolution for Edge Domain Adaptation on FPGAs0
Exploring Sequence Feature Alignment for Domain Adaptive Detection TransformersCode1
Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain AdaptationCode1
Unsupervised Domain Adaptation for Hate Speech Detection Using a Data Augmentation Approach0
Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text ClassificationCode1
Transferable Dialogue Systems and User SimulatorsCode1
A Joint and Domain-Adaptive Approach to Spoken Language Understanding0
Emotion analysis and detection during COVID-190
Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report GenerationCode1
HierMUD: Hierarchical Multi-task Unsupervised Domain Adaptation between Bridges for Drive-by Damage DiagnosisCode0
VisDA-2021 Competition Universal Domain Adaptation to Improve Performance on Out-of-Distribution DataCode1
Unsupervised Domain Adaptation for Video Semantic Segmentation0
Compositional Models: Multi-Task Learning and Knowledge Transfer with Modular Networks0
Transporting Causal Mechanisms for Unsupervised Domain AdaptationCode1
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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