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 48014850 of 6439 papers

TitleStatusHype
Adversarial Domain Adaptation for Cell Segmentation0
Multi-Source Deep Domain Adaptation for Quality Control in Retail Food Packaging0
Multi-Modal Domain Adaptation for Fine-Grained Action RecognitionCode1
A Primer on Domain Adaptation0
Using Simulated Data to Generate Images of Climate Change0
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Mover’s discrepancies0
Domain Adaptive Medical Image Segmentation via Adversarial Learning of Disease-Specific Spatial Patterns0
Data Techniques For Online End-to-end Speech Recognition0
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch NormalizationCode1
Navigation-Based Candidate Expansion and Pretrained Language Models for Citation Recommendation0
Learning to adapt class-specific features across domains for semantic segmentationCode0
Partially-Shared Variational Auto-encoders for Unsupervised Domain Adaptation with Target ShiftCode0
A Simple Baseline to Semi-Supervised Domain Adaptation for Machine TranslationCode1
Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects0
Continual Learning for Domain Adaptation in Chest X-ray Classification0
Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE ResultsCode1
A Unified System for Aggression Identification in English Code-Mixed and Uni-Lingual Texts0
A Sample Selection Approach for Universal Domain Adaptation0
Unsupervised Domain Adaptation in Person re-ID via k-Reciprocal Clustering and Large-Scale Heterogeneous Environment Synthesis0
Unsupervised Domain Adaptation for Mobile Semantic Segmentation based on Cycle Consistency and Feature Alignment0
Domain Adaption for Knowledge Tracing0
Multi-Source Domain Adaptation for Text Classification via DistanceNet-Bandits0
Incremental Unsupervised Domain-Adversarial Training of Neural NetworksCode1
Domain Adaptive Bootstrap Aggregating0
Multi-source Domain Adaptation for Visual Sentiment Classification0
Generative Pseudo-label Refinement for Unsupervised Domain AdaptationCode0
CrDoCo: Pixel-level Domain Transfer with Cross-Domain Consistency0
Virtual to Real adaptation of Pedestrian Detectors0
Quantum subspace alignment for domain adaptationCode0
Missing-Class-Robust Domain Adaptation by Unilateral Alignment for Fault DiagnosisCode1
Domain Adaptation via Teacher-Student Learning for End-to-End Speech Recognition0
Adversarial-Learned Loss for Domain AdaptationCode1
Improve Unsupervised Domain Adaptation with Mixup Training0
Zero-Shot Reinforcement Learning with Deep Attention Convolutional Neural Networks0
The Role of Linguistic Features in Domain Adaptation: TAG Parsing of Questions0
Label-Noise Robust Domain Adaptation0
Margin-aware Adversarial Domain Adaptation with Optimal TransportCode1
Understanding and Estimating the Adaptability of Domain-Invariant Representations0
Low-Budget Label Query through Domain Alignment Enforcement0
Dual Adversarial Domain AdaptationCode1
Characteristic Regularisation for Super-Resolving Face Images0
HoMM: Higher-order Moment Matching for Unsupervised Domain AdaptationCode1
Coursera Corpus Mining and Multistage Fine-Tuning for Improving Lectures TranslationCode1
A simple baseline for domain adaptation using rotation prediction0
Domain Adaptation Regularization for Spectral Pruning0
Neural Subgraph Isomorphism CountingCode0
Leveraging Lead Bias for Zero-shot Abstractive News Summarization0
Importance Filtered Cross-Domain Adaptation0
Unsupervised Scene Adaptation with Memory Regularization in vivoCode1
Learning Transferable Features for Speech Emotion Recognition0
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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