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 35013550 of 6439 papers

TitleStatusHype
Explainable Misinformation Detection Across Multiple Social Media Platforms0
Deep Learning based Intelligent Coin-tap Test for Defect RecognitionCode0
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-LearningCode0
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation0
Synthetic-to-Real Domain Adaptation using Contrastive Unpaired Translation0
Mutual Learning for Domain Adaptation: Self-distillation Image Dehazing Network with Sample-cycle0
Adversarial Support Alignment0
Domain Adaptive Hand Keypoint and Pixel Localization in the Wild0
Training Generative Adversarial Networks for Optical Property Mapping using Synthetic Image Data0
Toward Improving Attentive Neural Networks in Legal Text Processing0
Bures Joint Distribution Alignment with Dynamic Margin for Unsupervised Domain Adaptation0
CheckSel: Efficient and Accurate Data-valuation Through Online Checkpoint Selection0
Interpretable Dysarthric Speaker Adaptation based on Optimal-Transport0
From Big to Small: Adaptive Learning to Partial-Set Domains0
ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic SegmentationCode0
CoNTACT: A Dutch COVID-19 Adapted BERT for Vaccine Hesitancy and Argumentation Detection0
Towards Semantic Search for Community Question Answering for Mortgage Officers0
Revisiting Deep Semi-supervised Learning: An Empirical Distribution Alignment Framework and Its Generalization Bound0
MDT-Net: Multi-domain Transfer by Perceptual Supervision for Unpaired Images in OCT Scan0
Non-generative Generalized Zero-shot Learning via Task-correlated Disentanglement and Controllable Samples Synthesis0
Connecting sufficient conditions for domain adaptation: source-guided uncertainty, relaxed divergences and discrepancy localization0
Unsupervised Domain Adaptation across FMCW Radar Configurations Using Margin Disparity Discrepancy0
Plug-and-play Shape Refinement Framework for Multi-site and Lifespan Brain Skull Stripping0
Adaptor: Objective-Centric Adaptation Framework for Language ModelsCode0
Robust Local Preserving and Global Aligning Network for Adversarial Domain Adaptation0
Domain Adaptation of Automated Treatment Planning from Computed Tomography to Magnetic Resonance0
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain AdaptationCode0
Open Set Domain Adaptation By Novel Class Discovery0
Shift-Robust Node Classification via Graph Adversarial Clustering0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions0
Unsupervised Domain Adaptation with Contrastive Learning for OCT Segmentation0
Maximizing Conditional Independence for Unsupervised Domain Adaptation0
Domain Adaptation with Factorizable Joint Shift0
Cloud-Edge Training Architecture for Sim-to-Real Deep Reinforcement Learning0
FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning0
Zero-shot Transfer Learning within a Heterogeneous Graph via Knowledge Transfer NetworksCode0
Synthetic to Real Framework based on Convolutional Multi-Head Attention and Hybrid Domain Alignment0
An Intelligent Gearbox Fault Diagnosis under Different Operating Conditions using Adversarial Domain Adaptation0
Estimating Conditional Average Treatment Effects with Missing Treatment InformationCode0
Continual BatchNorm Adaptation (CBNA) for Semantic SegmentationCode0
Global-Local Regularization Via Distributional RobustnessCode0
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
Attention-based Cross-Layer Domain Alignment for Unsupervised Domain Adaptation0
Causal Domain Adaptation with Copula Entropy based Conditional Independence TestCode0
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
Temporal Convolution Domain Adaptation Learning for Crops Growth Prediction0
Attentive Temporal Pooling for Conformer-based Streaming Language Identification in Long-form Speech0
Show:102550
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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