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 851900 of 6439 papers

TitleStatusHype
Bridging the Domain Gap for Multi-Agent PerceptionCode1
PixelShuffler: A Simple Image Translation Through Pixel RearrangementCode1
Domain Adaptive Faster R-CNN for Object Detection in the WildCode1
Domain-Adaptive Few-Shot LearningCode1
Bridging the Domain Gaps in Context Representations for k-Nearest Neighbor Neural Machine TranslationCode1
AD-CLIP: Adapting Domains in Prompt Space Using CLIPCode1
CDAC: Cross-domain Attention Consistency in Transformer for Domain Adaptive Semantic SegmentationCode1
Anatomy-guided domain adaptation for 3D in-bed human pose estimationCode1
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and RegistrationCode1
A Broad-Coverage Challenge Corpus for Sentence Understanding through InferenceCode1
Bridging Theory and Algorithm for Domain AdaptationCode1
Anatomy of Domain Shift Impact on U-Net Layers in MRI SegmentationCode1
A Broad Study of Pre-training for Domain Generalization and AdaptationCode1
Domain Adaptive Semantic Segmentation with Self-Supervised Depth EstimationCode1
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across CitiesCode1
Domain-Adaptive Text Classification with Structured Knowledge from Unlabeled DataCode1
Exploring the Benefits of Vision Foundation Models for Unsupervised Domain AdaptationCode1
Domain Adaptive Video Semantic Segmentation via Cross-Domain Moving Object MixingCode1
Progressive Graph Learning for Open-Set Domain AdaptationCode1
Progressive Classifier and Feature Extractor Adaptation for Unsupervised Domain Adaptation on Point CloudsCode1
Domain Attention Consistency for Multi-Source Domain AdaptationCode1
Domain-Adversarial Training of Neural NetworksCode1
Improving Mini-batch Optimal Transport via Partial TransportationCode1
Prompt Tuning for Audio Deepfake Detection: Computationally Efficient Test-time Domain Adaptation with Limited Target DatasetCode1
Prototype-Guided Continual Adaptation for Class-Incremental Unsupervised Domain AdaptationCode1
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain AdaptationCode1
FACMIC: Federated Adaptative CLIP Model for Medical Image ClassificationCode1
Domain Conditioned Adaptation NetworkCode1
Fast Batch Nuclear-norm Maximization and Minimization for Robust Domain AdaptationCode1
Domain-Indexing Variational Bayes: Interpretable Domain Index for Domain AdaptationCode1
Scalability vs. Utility: Do We Have to Sacrifice One for the Other in Data Importance Quantification?Code1
Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic SegmentationCode1
CADA: Multi-scale Collaborative Adversarial Domain Adaptation for Unsupervised Optic Disc and Cup SegmentationCode1
DomainMix: Learning Generalizable Person Re-Identification Without Human AnnotationsCode1
Domain Re-Modulation for Few-Shot Generative Domain AdaptationCode1
QUERT: Continual Pre-training of Language Model for Query Understanding in Travel Domain SearchCode1
CALDA: Improving Multi-Source Time Series Domain Adaptation with Contrastive Adversarial LearningCode1
Domain-Specific Risk Minimization for Out-of-Distribution GeneralizationCode1
Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault DiagnosisCode1
Domain-Specific Human-Inspired Binarized Statistical Image Features for Iris RecognitionCode1
DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal CyclesCode1
Domain-Specific Text Generation for Machine TranslationCode1
Exploring Data Aggregation and Transformations to Generalize across Visual DomainsCode1
Maximum Likelihood with Bias-Corrected Calibration is Hard-To-Beat at Label Shift AdaptationCode1
Exploring Robustness of Unsupervised Domain Adaptation in Semantic SegmentationCode1
Accuracy on the Line: On the Strong Correlation Between Out-of-Distribution and In-Distribution GeneralizationCode1
Drug Discovery under Covariate Shift with Domain-Informed Prior Distributions over FunctionsCode1
Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-LearningCode1
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic SegmentationCode1
Exploring Categorical Regularization for Domain Adaptive Object DetectionCode1
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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
4CMKDAccuracy89Unverified
5PMTransAccuracy89Unverified
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
8DDAAccuracy88.9Unverified
9MEDMAccuracy88.9Unverified
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