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 48514900 of 6439 papers

TitleStatusHype
Cross-Domain Detection of Abusive Language Online0
Cross-domain Detection Transformer based on Spatial-aware and Semantic-aware Token Alignment0
Cross-Domain Diffusion with Progressive Alignment for Efficient Adaptive Retrieval0
Cross-Domain Evaluation of Edge Detection for Biomedical Event Extraction0
Cross-domain feature disentanglement for interpretable modeling of tumor microenvironment impact on drug response0
Cross-Domain Few-Shot Classification via Inter-Source Stylization0
Cross-Domain Few-Shot Learning with Meta Fine-Tuning0
Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation0
Cross Domain Image Matching in Presence of Outliers0
Cross Domain Knowledge Learning with Dual-branch Adversarial Network for Vehicle Re-identification0
Cross Domain Knowledge Transfer for Unsupervised Vehicle Re-identification0
Cross-Domain Label Propagation for Domain Adaptation with Discriminative Graph Self-Learning0
Cross-Domain Latent Modulation for Variational Transfer Learning0
Cross-Domain Open-Set Machinery Fault Diagnosis Based on Adversarial Network With Multiple Auxiliary Classifiers0
Cross-domain Recommendation via Deep Domain Adaptation0
Cross-domain Recommender Systems via Multimodal Domain Adaptation0
Cross-domain Self-supervised Learning for Domain Adaptation with Few Source Labels0
Cross-Domain Semantic Segmentation via Domain-Invariant Interactive Relation Transfer0
Cross-Domain Transfer Learning using Attention Latent Features for Multi-Agent Trajectory Prediction0
Cross-Domain Transfer Learning with CoRTe: Consistent and Reliable Transfer from Black-Box to Lightweight Segmentation Model0
Cross-Domain Video Anomaly Detection without Target Domain Adaptation0
Cross-Domain Visual Recognition via Domain Adaptive Dictionary Learning0
Cross-Inferential Networks for Source-free Unsupervised Domain Adaptation0
Cross-Language Domain Adaptation for Classifying Crisis-Related Short Messages0
Cross-language Learning with Adversarial Neural Networks0
Cross-lingual Adaptation for Recipe Retrieval with Mixup0
Cross-lingual Universal Dependency Parsing Only from One Monolingual Treebank0
Cross-Lingual Domain Adaptation for Dependency Parsing0
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation0
Cross lingual transfer learning for zero-resource domain adaptation0
Cross-lingual Transfer of Monolingual Models0
Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora0
CrossMatch: Source-Free Domain Adaptive Semantic Segmentation via Cross-Modal Consistency Training0
crossMoDA Challenge: Evolution of Cross-Modality Domain Adaptation Techniques for Vestibular Schwannoma and Cochlea Segmentation from 2021 to 20230
Cross-modal and Cross-domain Knowledge Transfer for Label-free 3D Segmentation0
Cross-modal & Cross-domain Learning for Unsupervised LiDAR Semantic Segmentation0
Cross-Modal Domain Adaptation in Brain Disease Diagnosis: Maximum Mean Discrepancy-based Convolutional Neural Networks0
Cross-Modality Domain Adaptation for Vestibular Schwannoma and Cochlea Segmentation0
Cross-Modality Domain Adaptation for Freespace Detection: A Simple yet Effective Baseline0
Cross-Organ Domain Adaptive Neural Network for Pancreatic Endoscopic Ultrasound Image Segmentation0
Different Affordances on Facebook and SMS Text Messaging Do Not Impede Generalization of Language-Based Predictive Models0
Cross-Region Domain Adaptation for Class-level Alignment0
Cross-Site Severity Assessment of COVID-19 from CT Images via Domain Adaptation0
Canine EEG Helps Human: Cross-Species and Cross-Modality Epileptic Seizure Detection via Multi-Space Alignment0
Cross-Subject Domain Adaptation for Classifying Working Memory Load with Multi-Frame EEG Images0
Cross-Subject Statistical Shift Estimation for Generalized Electroencephalography-based Mental Workload Assessment0
Cross-user activity recognition using deep domain adaptation with temporal relation information0
Cross-user activity recognition via temporal relation optimal transport0
Crucial Semantic Classifier-based Adversarial Learning for Unsupervised Domain Adaptation0
Cryo-shift: Reducing domain shift in cryo-electron subtomograms with unsupervised domain adaptation and randomization0
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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