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 29012950 of 6439 papers

TitleStatusHype
Domain Adaptive Hand Keypoint and Pixel Localization in the Wild0
Synthetic Question Value Estimation for Domain Adaptation of Question AnsweringCode1
Adversarial Support Alignment0
ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series DataCode2
Toward Improving Attentive Neural Networks in Legal Text Processing0
Representation Learning for Resource-Constrained Keyphrase GenerationCode1
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic SegmentationCode1
Training Generative Adversarial Networks for Optical Property Mapping using Synthetic Image Data0
CheckSel: Efficient and Accurate Data-valuation Through Online Checkpoint Selection0
Bures Joint Distribution Alignment with Dynamic Margin for Unsupervised Domain Adaptation0
Towards Semantic Search for Community Question Answering for Mortgage Officers0
ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic SegmentationCode0
Interpretable Dysarthric Speaker Adaptation based on Optimal-Transport0
From Big to Small: Adaptive Learning to Partial-Set Domains0
CoNTACT: A Dutch COVID-19 Adapted BERT for Vaccine Hesitancy and Argumentation Detection0
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
Unsupervised Lifelong Person Re-identification via Contrastive RehearsalCode1
Learning Distinctive Margin toward Active Domain AdaptationCode1
GrainSpace: A Large-scale Dataset for Fine-grained and Domain-adaptive Recognition of Cereal GrainsCode1
Back to Reality: Weakly-supervised 3D Object Detection with Shape-guided Label EnhancementCode1
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
Dynamic Instance Domain AdaptationCode1
Unsupervised Domain Adaptation across FMCW Radar Configurations Using Margin Disparity Discrepancy0
Source-free Video Domain Adaptation by Learning Temporal Consistency for Action RecognitionCode1
Quasi-Balanced Self-Training on Noise-Aware Synthesis of Object Point Clouds for Closing Domain GapCode1
Visual-Language Navigation Pretraining via Prompt-based Environmental Self-explorationCode1
Plug-and-play Shape Refinement Framework for Multi-site and Lifespan Brain Skull Stripping0
Robust Local Preserving and Global Aligning Network for Adversarial Domain Adaptation0
Adaptor: Objective-Centric Adaptation Framework for Language ModelsCode0
Shift-Robust Node Classification via Graph Adversarial Clustering0
Unsupervised Domain Adaptation with Contrastive Learning for OCT Segmentation0
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain AdaptationCode0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions0
Domain Adaptation of Automated Treatment Planning from Computed Tomography to Magnetic Resonance0
Semantic Segmentation in Art PaintingsCode1
Maximizing Conditional Independence for Unsupervised Domain Adaptation0
Open Set Domain Adaptation By Novel Class Discovery0
Domain Adaptation with Factorizable Joint Shift0
Cloud-Edge Training Architecture for Sim-to-Real Deep Reinforcement Learning0
Zero-shot Transfer Learning within a Heterogeneous Graph via Knowledge Transfer NetworksCode0
FewSense, Towards a Scalable and Cross-Domain Wi-Fi Sensing System Using Few-Shot Learning0
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image SegmentationCode1
Weakly Supervised Object Localization as Domain AdaptionCode1
An Intelligent Gearbox Fault Diagnosis under Different Operating Conditions using Adversarial Domain Adaptation0
Synthetic to Real Framework based on Convolutional Multi-Head Attention and Hybrid Domain Alignment0
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic SegmentationCode1
Estimating Conditional Average Treatment Effects with Missing Treatment InformationCode0
Continual BatchNorm Adaptation (CBNA) for Semantic SegmentationCode0
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