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 31513200 of 6439 papers

TitleStatusHype
Asymmetric Mutual Learning for Multi-source Unsupervised Sentiment Adaptation with Dynamic Feature Network0
Iterative Constrained Back-Translation for Unsupervised Domain Adaptation of Machine TranslationCode0
Summarizing Patients’ Problems from Hospital Progress Notes Using Pre-trained Sequence-to-Sequence Models0
Domain Generalization for Text Classification with Memory-Based Supervised Contrastive LearningCode0
Virtual Knowledge Graph Construction for Zero-Shot Domain-Specific Document RetrievalCode0
Multi-Prompt Alignment for Multi-Source Unsupervised Domain AdaptationCode0
Increasing Model Generalizability for Unsupervised Domain Adaptation0
Stacking Ensemble Learning in Deep Domain Adaptation for Ophthalmic Image Classification0
Improving Multilingual Neural Machine Translation System for Indic Languages0
Unsupervised Domain Adaptation with Histogram-gated Image Translation for Delayered IC Image Analysis0
Learning and Deploying Robust Locomotion Policies with Minimal Dynamics Randomization0
Ani-GIFs: A benchmark dataset for domain generalization of action recognition from GIFs0
Towards Simple and Efficient Task-Adaptive Pre-training for Text Classification0
Towards Bridging the Space Domain Gap for Satellite Pose Estimation using Event Sensing0
Unsupervised domain adaptation for speech recognition with unsupervised error correction0
Open-Ended Diverse Solution Discovery with Regulated Behavior Patterns for Cross-Domain Adaptation0
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis0
TeST: Test-time Self-Training under Distribution Shift0
Conversational QA Dataset Generation with Answer Revision0
Enhancing Data Diversity for Self-training Based Unsupervised Cross-modality Vestibular Schwannoma and Cochlea Segmentation0
Zero-shot Domain Adaptation for Neural Machine Translation with Retrieved Phrase-level Prompts0
Robust Domain Adaptation for Machine Reading Comprehension0
Deep Domain Adaptation for Detecting Bomb Craters in Aerial Images0
Can Shadows Reveal Biometric Information?0
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization0
Consecutive Knowledge Meta-Adaptation Learning for Unsupervised Medical Diagnosis0
Frequency Dropout: Feature-Level Regularization via Randomized Filtering0
Adversarial Bi-Regressor Network for Domain Adaptive Regression0
Provably Uncertainty-Guided Universal Domain Adaptation0
The Royalflush System for VoxCeleb Speaker Recognition Challenge 20220
Deep Adaptation of Adult-Child Facial Expressions by Fusing Landmark Features0
Domain Classification-based Source-specific Term Penalization for Domain Adaptation in Hate-speech Detection0
Noise transfer for unsupervised domain adaptation of retinal OCT imagesCode0
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation0
Continual Learning for Class- and Domain-Incremental Semantic Segmentation0
Balancing Transferability and Discriminability for Unsupervised Domain Adaptation.0
A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment0
High-resolution semantically-consistent image-to-image translation0
Domain Adaptation for Question Answering via Question ClassificationCode0
Unified State Representation Learning under Data AugmentationCode0
Unsupervised Domain Adaptation for Extra Features in the Target Domain Using Optimal Transport0
PoliTO-IIT-CINI Submission to the EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition0
Information Maximization for Extreme Pose Face Recognition0
G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation0
Progressive Domain Adaptation with Contrastive Learning for Object Detection in the Satellite Imagery0
Domain Engineering for Applied Monocular Reconstruction of Parametric Faces0
Semi-Supervised Domain Adaptation by Similarity based Pseudo-label InjectionCode0
Unsupervised Domain Adaptation via Style-Aware Self-intermediate Domain0
Autonomous Cross Domain Adaptation under Extreme Label ScarcityCode0
Generalization in Neural Networks: A Broad Survey0
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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