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 30513100 of 6439 papers

TitleStatusHype
LLEDA -- Lifelong Self-Supervised Domain Adaptation0
Hardness-guided domain adaptation to recognise biomedical named entities under low-resource scenarios0
Prompt Learning for Domain Adaptation in Task-Oriented Dialogue0
Syntax-Guided Domain Adaptation for Aspect-based Sentiment Analysis0
Adaptive Multi-Corpora Language Model Training for Speech Recognition0
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency GapsCode0
Camera Alignment and Weighted Contrastive Learning for Domain Adaptation in Video Person ReIDCode0
Few-shot Image Generation with Diffusion ModelsCode0
Node-wise Domain Adaptation Based on Transferable Attention for Recognizing Road Rage via EEGCode0
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey0
MiddleGAN: Generate Domain Agnostic Samples for Unsupervised Domain Adaptation0
Privacy-Preserving Models for Legal Natural Language ProcessingCode0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training0
Domain Adaptation under Missingness ShiftCode0
A Fuzzy-set-based Joint Distribution Adaptation Method for Regression and its Application to Online Damage Quantification for Structural Digital Twin0
Continual Learning of Neural Machine Translation within Low Forgetting Risk RegionsCode0
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images0
Internal Language Model Estimation based Adaptive Language Model Fusion for Domain Adaptation0
Improving Cause-of-Death Classification from Verbal Autopsy Reports0
Distributionally Robust Domain Adaptation0
Single-Shot Domain Adaptation via Target-Aware Generative AugmentationCode0
Domain Adaptation of Machine Translation with Crowdworkers0
Subsidiary Prototype Alignment for Universal Domain Adaptation0
Stanceosaurus: Classifying Stance Towards Multilingual Misinformation0
Joint Semantic Transfer Network for IoT Intrusion Detection0
Iterative pseudo-forced alignment by acoustic CTC loss for self-supervised ASR domain adaptationCode0
A few-shot learning approach with domain adaptation for personalized real-life stress detection in close relationshipsCode0
Robust Monocular Localization of Drones by Adapting Domain Maps to Depth Prediction Inaccuracies0
Robust Domain Adaptation for Pre-trained Multilingual Neural Machine Translation Models0
Efficient Utilization of Large Pre-Trained Models for Low Resource ASR0
On Fine-Tuned Deep Features for Unsupervised Domain Adaptation0
Revisiting Softmax for Uncertainty Approximation in Text Classification0
Embedding neurophysiological signalsCode0
Adversarial Domain Adaptation for Action Recognition Around the Clock0
Parameter-Efficient Legal Domain Adaptation0
WDA-Net: Weakly-Supervised Domain Adaptive Segmentation of Electron MicroscopyCode0
IT-RUDA: Information Theory Assisted Robust Unsupervised Domain Adaptation0
Theoretical Guarantees for Domain Adaptation with Hierarchical Optimal Transport0
Manifold Alignment with Label Information0
Deep domain adaptation for polyphonic melody extraction0
Comparing Machine Learning Techniques for Alfalfa Biomass Yield PredictionCode0
Deep-based quality assessment of medical images through domain adaptation0
OpenEarthMap: A Benchmark Dataset for Global High-Resolution Land Cover Mapping0
Variational Model Perturbation for Source-Free Domain AdaptationCode0
Learning Transferable Adversarial Robust Representations via Multi-view Consistency0
QA Domain Adaptation using Hidden Space Augmentation and Self-Supervised Contrastive AdaptationCode0
Domain Adaptation in 3D Object Detection with Gradual Batch Alternation Training0
Towards Understanding GD with Hard and Conjugate Pseudo-labels for Test-Time Adaptation0
Towards Domain-Independent Supervised Discourse Parsing Through Gradient Boosting0
Semi-Supervised Domain Adaptation with Auto-Encoder via Simultaneous 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
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