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 27012750 of 6439 papers

TitleStatusHype
Adversarial Network with Multiple Classifiers for Open Set Domain Adaptation0
Fundamental Limits and Tradeoffs in Invariant Representation Learning0
Hierarchical Incremental Adaptation for Statistical Machine Translation0
Fuse and Adapt: Investigating the Use of Pre-Trained Self-Supervising Learning Models in Limited Data NLU problems0
Exploiting Images for Video Recognition with Hierarchical Generative Adversarial Networks0
Exploiting Domain Transferability for Collaborative Inter-level Domain Adaptive Object Detection0
Exploiting Both Domain-specific and Invariant Knowledge via a Win-win Transformer for Unsupervised Domain Adaptation0
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation0
G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation0
GA-DAN: Geometry-Aware Domain Adaptation Network for Scene Text Detection and Recognition0
Exploiting Auxiliary Data for Offensive Language Detection with Bidirectional Transformers0
Conversational QA Dataset Generation with Answer Revision0
GAMA++: Disentangled Geometric Alignment with Adaptive Contrastive Perturbation for Reliable Domain Transfer0
GAMA: Geometry-Aware Manifold Alignment via Structured Adversarial Perturbations for Robust Domain Adaptation0
GANs and alternative methods of synthetic noise generation for domain adaption of defect classification of Non-destructive ultrasonic testing0
GANtruth - an unpaired image-to-image translation method for driving scenarios0
A Theory of Multiple-Source Adaptation with Limited Target Labeled Data0
Gaussian Process Domain Experts for Model Adaptation in Facial Behavior Analysis0
ControlUDA: Controllable Diffusion-assisted Unsupervised Domain Adaptation for Cross-Weather Semantic Segmentation0
Gaussian-Smoothed Sliced Probability Divergences0
Gaze-Assisted Human-Centric Domain Adaptation for Cardiac Ultrasound Image Segmentation0
GCA-3D: Towards Generalized and Consistent Domain Adaptation of 3D Generators0
Cross-lingual Text-independent Speaker Verification using Unsupervised Adversarial Discriminative Domain Adaptation0
GCAN: Graph Convolutional Adversarial Network for Unsupervised Domain Adaptation0
GDO: Gradual Domain Osmosis0
Explicit Domain Adaptation with Loosely Coupled Samples0
GEC-RAG: Improving Generative Error Correction via Retrieval-Augmented Generation for Automatic Speech Recognition Systems0
Controlling Target Features in Neural Machine Translation via Prefix Constraints0
Cross-lingual Transfer of Named Entity Recognizers without Parallel Corpora0
Automatic Domain Adaptation for Word Sense Disambiguation Based on Comparison of Multiple Classifiers0
Automatic Domain Adaptation Outperforms Manual Domain Adaptation for Predicting Financial Outcomes0
Generalizable Cone Beam CT Esophagus Segmentation Using Physics-Based Data Augmentation0
Explaining Cross-Domain Recognition with Interpretable Deep Classifier0
Explaining and Adapting Graph Conditional Shift0
A Theory of Learning Unified Model via Knowledge Integration from Label Space Varying Domains0
Hierarchical Image Classification with A Literally Toy Dataset0
Hierarchical Instance Mixing across Domains in Aerial Segmentation0
Generalizable Multispectral Land Cover Classification via Frequency-Aware Mixture of Low-Rank Token Experts0
Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects0
Generalization Bounds for Domain Adaptation0
Generalization Bounds for Representative Domain Adaptation0
High-level semantic feature matters few-shot unsupervised domain adaptation0
Cross-modal & Cross-domain Learning for Unsupervised LiDAR Semantic Segmentation0
Generalization in Neural Networks: A Broad Survey0
Holaaa!! writin like u talk is kewl but kinda hard 4 NLP0
HybridoNet-Adapt: A Domain-Adapted Framework for Accurate Lithium-Ion Battery RUL Prediction0
Explainable Supervised Domain Adaptation0
Explainable Misinformation Detection Across Multiple Social Media Platforms0
Generalized Domain Adaptation0
Controlling Human Shape and Pose in Text-to-Image Diffusion Models via Domain Adaptation0
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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