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 22012250 of 6439 papers

TitleStatusHype
AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection0
Adaptive Betweenness Clustering for Semi-Supervised Domain Adaptation0
Extracting and Selecting Relevant Corpora for Domain Adaptation in MT0
Exploring the Quality of GAN Generated Images for Person Re-Identification0
Adaptive Batch Normalization Networks for Adversarial Robustness0
Exploring Zero and Few-shot Techniques for Intent Classification0
Cross-user activity recognition via temporal relation optimal transport0
AVFormer: Injecting Vision into Frozen Speech Models for Zero-Shot AV-ASR0
Leveraging Endo- and Exo-Temporal Regularization for Black-box Video Domain Adaptation0
Cross-user activity recognition using deep domain adaptation with temporal relation information0
A Versatile Framework for Continual Test-Time Domain Adaptation: Balancing Discriminability and Generalizability0
5W1H Extraction With Large Language Models0
Cross-Subject Statistical Shift Estimation for Generalized Electroencephalography-based Mental Workload Assessment0
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation0
Exploring the Planet of the APEs: a Comparative Study of State-of-the-art Methods for MT Automatic Post-Editing0
Extract Domain-specific Paraphrase from Monolingual Corpus for Automatic Evaluation of Machine Translation0
Extraction of Russian Sentiment Lexicon for Product Meta-Domain0
Cross-Subject Domain Adaptation for Classifying Working Memory Load with Multi-Frame EEG Images0
Canine EEG Helps Human: Cross-Species and Cross-Modality Epileptic Seizure Detection via Multi-Space Alignment0
AuxNet: Auxiliary tasks enhanced Semantic Segmentation for Automated Driving0
Cross-Site Severity Assessment of COVID-19 from CT Images via Domain Adaptation0
Auxiliary Task Reweighting for Minimum-data Learning0
A Generative Model for Identifying Target Companies of Microblogs0
Exploring Textual and Speech information in Dialogue Act Classification with Speaker Domain Adaptation0
Cross-Region Domain Adaptation for Class-level Alignment0
Automatic Translation of Scientific Documents in the HAL Archive0
Preserving Semantic and Temporal Consistency for Unpaired Video-to-Video Translation0
Different Affordances on Facebook and SMS Text Messaging Do Not Impede Generalization of Language-Based Predictive Models0
Automatic Threshold Detection for Data Selection in Machine Translation0
Cross-Organ Domain Adaptive Neural Network for Pancreatic Endoscopic Ultrasound Image Segmentation0
A General Upper Bound for Unsupervised Domain Adaptation0
Action Segmentation with Mixed Temporal Domain Adaptation0
Cross-Modality Domain Adaptation for Freespace Detection: A Simple yet Effective Baseline0
Automatic Multi-Class Cardiovascular Magnetic Resonance Image Quality Assessment using Unsupervised Domain Adaptation in Spatial and Frequency Domains0
Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation0
Automatic microscopic cell counting by use of unsupervised adversarial domain adaptation and supervised density regression0
A General Regularization Framework for Domain Adaptation0
Exploring selective image matching methods for zero-shot and few-sample unsupervised domain adaptation of urban canopy prediction0
Exploring the Common Appearance-Boundary Adaptation for Nighttime Optical Flow0
Extrapolability Improvement of Machine Learning-Based Evapotranspiration Models via Domain-Adversarial Neural Networks0
Cross-Modal Domain Adaptation in Brain Disease Diagnosis: Maximum Mean Discrepancy-based Convolutional Neural Networks0
Automatic Generation of High Quality CCGbanks for Parser Domain Adaptation0
Cross-modal & Cross-domain Learning for Unsupervised LiDAR Semantic Segmentation0
Automatic Features for Essay Scoring -- An Empirical Study0
A Generalized Neyman-Pearson Criterion for Optimal Domain Adaptation0
Cross-modal and Cross-domain Knowledge Transfer for Label-free 3D Segmentation0
crossMoDA Challenge: Evolution of Cross-Modality Domain Adaptation Techniques for Vestibular Schwannoma and Cochlea Segmentation from 2021 to 20230
Automatic Extraction of Time Expressions Accross Domains in French Narratives0
CrossMatch: Source-Free Domain Adaptive Semantic Segmentation via Cross-Modal Consistency Training0
Automatic Double Reinforcement Learning in Semiparametric Markov Decision Processes with Applications to Long-Term Causal Inference0
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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