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 29513000 of 6439 papers

TitleStatusHype
Low-Cost On-device Partial Domain Adaptation (LoCO-PDA): Enabling efficient CNN retraining on edge devices0
Bridge the Gap between Supervised and Unsupervised Learning for Fine-Grained Classification0
Global-Local Regularization Via Distributional RobustnessCode0
Causal Domain Adaptation with Copula Entropy based Conditional Independence TestCode0
A Simple but Effective Pluggable Entity Lookup Table for Pre-trained Language ModelsCode1
Attention-based Cross-Layer Domain Alignment for Unsupervised Domain Adaptation0
BioADAPT-MRC: Adversarial Learning-based Domain Adaptation Improves Biomedical Machine Reading Comprehension TaskCode0
Domain Adaptation: the Key Enabler of Neural Network Equalizers in Coherent Optical Systems0
Towards Unsupervised Domain Adaptation via Domain-Transformer0
DoCoGen: Domain Counterfactual Generation for Low Resource Domain AdaptationCode1
SMILE: Sequence-to-Sequence Domain Adaption with Minimizing Latent Entropy for Text Image RecognitionCode0
Temporal Convolution Domain Adaptation Learning for Crops Growth Prediction0
Attentive Temporal Pooling for Conformer-based Streaming Language Identification in Long-form Speech0
Augmentation based unsupervised domain adaptation0
Assessing the State of Self-Supervised Human Activity Recognition using Wearables0
Deep learning based domain adaptation for mitochondria segmentation on EM volumesCode0
Combating Distribution Shift for Accurate Time Series Forecasting via HypernetworksCode1
Multi-Source Unsupervised Domain Adaptation via Pseudo Target Domain0
Domain Adaptation in Neural Machine Translation using a Qualia-Enriched FrameNet0
Domain-Augmented Domain Adaptation0
Enhancing Affective Representations of Music-Induced EEG through Multimodal Supervision and latent Domain AdaptationCode0
BP-Triplet Net for Unsupervised Domain Adaptation: A Bayesian Perspective0
Priming Cross-Session Motor Imagery Classification with A Universal Deep Domain Adaptation FrameworkCode1
Domain Adaptation of low-resource Target-Domain models using well-trained ASR Conformer Models0
EF-Train: Enable Efficient On-device CNN Training on FPGA Through Data Reshaping for Online Adaptation or Personalization0
Echo-aware Adaptation of Sound Event Localization and Detection in Unknown EnvironmentsCode0
REFUGE2 Challenge: A Treasure Trove for Multi-Dimension Analysis and Evaluation in Glaucoma Screening0
Exploring Adversarially Robust Training for Unsupervised Domain AdaptationCode0
Domain Adaptation for Underwater Image Enhancement via Content and Style SeparationCode1
RemixIT: Continual self-training of speech enhancement models via bootstrapped remixingCode1
Learning to Generalize across Domains on Single Test SamplesCode1
Cleaning Noisy Labels by Negative Ensemble Learning for Source-Free Unsupervised Domain Adaptation0
Domain Adaptation with Representation Learning and Nonlinear Relation for Time SeriesCode0
Beyond Deterministic Translation for Unsupervised Domain AdaptationCode0
Sim-to-Real Domain Adaptation for Lane Detection and Classification in Autonomous DrivingCode1
A Differential Entropy Estimator for Training Neural NetworksCode1
Domain Adaptation via Prompt LearningCode1
D2ADA: Dynamic Density-aware Active Domain Adaptation for Semantic SegmentationCode1
Improving Molecular Representation Learning with Metric Learning-enhanced Optimal TransportCode1
Source-Free Progressive Graph Learning for Open-Set Domain AdaptationCode1
Robust alignment of cross-session recordings of neural population activity by behaviour via unsupervised domain adaptation0
Domain-Invariant Proposals based on a Balanced Domain Classifier for Object Detection0
Positive-Unlabeled Domain Adaptation0
Domain Adversarial Training: A Game Perspective0
Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation0
Cost-effective Framework for Gradual Domain Adaptation with MultifidelityCode0
Graph-Relational Domain AdaptationCode1
Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across CitiesCode1
Integrated Multiscale Domain Adaptive YOLO0
Structured Time Series Prediction without Structural PriorCode1
Show:102550
← PrevPage 60 of 129Next →

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