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 601650 of 6439 papers

TitleStatusHype
Audio-Adaptive Activity Recognition Across Video DomainsCode1
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source LabelsCode1
A Broad Study of Pre-training for Domain Generalization and AdaptationCode1
General and Domain Adaptive Chinese Spelling Check with Error Consistent PretrainingCode1
Unsupervised Domain Adaptation for Nighttime Aerial TrackingCode1
Occlusion-Aware Self-Supervised Monocular 6D Object Pose EstimationCode1
ESS: Learning Event-based Semantic Segmentation from Still ImagesCode1
Synthetic Question Value Estimation for Domain Adaptation of Question AnsweringCode1
Representation Learning for Resource-Constrained Keyphrase GenerationCode1
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic SegmentationCode1
Unsupervised Lifelong Person Re-identification via Contrastive RehearsalCode1
Learning Distinctive Margin toward Active Domain AdaptationCode1
Back to Reality: Weakly-supervised 3D Object Detection with Shape-guided Label EnhancementCode1
GrainSpace: A Large-scale Dataset for Fine-grained and Domain-adaptive Recognition of Cereal GrainsCode1
Dynamic Instance Domain AdaptationCode1
Source-free Video Domain Adaptation by Learning Temporal Consistency for Action RecognitionCode1
Visual-Language Navigation Pretraining via Prompt-based Environmental Self-explorationCode1
Quasi-Balanced Self-Training on Noise-Aware Synthesis of Object Point Clouds for Closing Domain GapCode1
Semantic Segmentation in Art PaintingsCode1
Weakly Supervised Object Localization as Domain AdaptionCode1
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image SegmentationCode1
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic SegmentationCode1
A Simple but Effective Pluggable Entity Lookup Table for Pre-trained Language ModelsCode1
DoCoGen: Domain Counterfactual Generation for Low Resource Domain AdaptationCode1
Combating Distribution Shift for Accurate Time Series Forecasting via HypernetworksCode1
Priming Cross-Session Motor Imagery Classification with A Universal Deep Domain Adaptation FrameworkCode1
RemixIT: Continual self-training of speech enhancement models via bootstrapped remixingCode1
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
Learning to Generalize across Domains on Single Test SamplesCode1
Sim-to-Real Domain Adaptation for Lane Detection and Classification in Autonomous DrivingCode1
A Differential Entropy Estimator for Training Neural NetworksCode1
D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic SegmentationCode1
Domain Adaptation via Prompt LearningCode1
Improving Molecular Representation Learning with Metric Learning-enhanced Optimal TransportCode1
Source-Free Progressive Graph Learning for Open-Set Domain AdaptationCode1
Graph-Relational Domain AdaptationCode1
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across CitiesCode1
Message Passing Neural PDE SolversCode1
Structured Time Series Prediction without Structural PriorCode1
Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image SegmentationCode1
ResiDualGAN: Resize-Residual DualGAN for Cross-Domain Remote Sensing Images Semantic SegmentationCode1
Controlling Directions Orthogonal to a ClassifierCode1
GearNet: Stepwise Dual Learning for Weakly Supervised Domain AdaptationCode1
Unsupervised Domain Adaptation for Cross-Modality Retinal Vessel Segmentation via Disentangling Representation Style Transfer and Collaborative Consistency LearningCode1
Learning from Synthetic InSAR with Vision Transformers: The case of volcanic unrest detectionCode1
CrossMoDA 2021 challenge: Benchmark of Cross-Modality Domain Adaptation techniques for Vestibular Schwannoma and Cochlea SegmentationCode1
Decompose to Adapt: Cross-domain Object Detection via Feature DisentanglementCode1
TableParser: Automatic Table Parsing with Weak Supervision from SpreadsheetsCode1
H2FA R-CNN: Holistic and Hierarchical Feature Alignment for Cross-Domain Weakly Supervised Object DetectionCode1
Physically Disentangled Intra- and Inter-Domain Adaptation for Varicolored Haze RemovalCode1
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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