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 63516400 of 6439 papers

TitleStatusHype
iKernels-Core: Tree Kernel Learning for Textual Similarity0
ETS: Domain Adaptation and Stacking for Short Answer Scoring0
HENRY-CORE: Domain Adaptation and Stacking for Text Similarity0
DeepPurple: Lexical, String and Affective Feature Fusion for Sentence-Level Semantic Similarity Estimation0
Applying Pairwise Ranked Optimisation to Improve the Interpolation of Translation Models0
Phrase Training Based Adaptation for Statistical Machine Translation0
What to do about bad language on the internet0
Adaptation of Reordering Models for Statistical Machine Translation0
Focused training sets to reduce noise in NER feature models0
Event Recognition in Videos by Learning from Heterogeneous Web Sources0
Semi-supervised Domain Adaptation with Instance Constraints0
Subspace Interpolation via Dictionary Learning for Unsupervised Domain Adaptation0
Combining Statistical Machine Translation and Translation Memories with Domain Adaptation0
An Adaptive Descriptor Design for Object Recognition in the Wild0
Generalization Bounds for Domain Adaptation0
Two SVDs produce more focal deep learning representations0
Measuring Machine Translation Errors in New Domains0
Entropy-based Training Data Selection for Domain Adaptation0
Jane 2: Open Source Phrase-based and Hierarchical Statistical Machine Translation0
DomEx: Extraction of Sentiment Lexicons for Domains and Meta-Domains0
Unsupervised Domain Adaptation for Joint Segmentation and POS-Tagging0
Metric Learning for Graph-Based Domain Adaptation0
The French Social Media Bank: a Treebank of Noisy User Generated Content0
Semi-supervised Representation Learning for Domain Adaptation using Dynamic Dependency Networks0
Extraction of Russian Sentiment Lexicon for Product Meta-Domain0
Simple and Effective Parameter Tuning for Domain Adaptation of Statistical Machine Translation0
A Simplification-Translation-Restoration Framework for Cross-Domain SMT Applications0
Translation Quality-Based Supplementary Data Selection by Incremental Update of Translation Models0
Topic Modeling-based Domain Adaptation for System Combination0
Traditional Chinese Parsing Evaluation at SIGHAN Bake-offs 20120
Semi-Supervised Domain Adaptation with Non-Parametric Copulas0
Shifting Weights: Adapting Object Detectors from Image to Video0
Automatic Domain Adaptation for Word Sense Disambiguation Based on Comparison of Multiple Classifiers0
Accurate Unsupervised Joint Named-Entity Extraction from Unaligned Parallel Text0
Dialogue Act Recognition using Reweighted Speaker Adaptation0
Domain Adaptation for Coreference Resolution: An Adaptive Ensemble Approach0
Biased Representation Learning for Domain Adaptation0
Improved Parsing and POS Tagging Using Inter-Sentence Consistency Constraints0
Linking Named Entities to Any Database0
Do Neighbours Help? An Exploration of Graph-based Algorithms for Cross-domain Sentiment Classification0
Multi-Domain Learning: When Do Domains Matter?0
Active Learning with Transfer Learning0
Grammar Error Correction Using Pseudo-Error Sentences and Domain Adaptation0
Domain Adaptation of a Dependency Parser with a Class-Class Selectional Preference Model0
Information-theoretic Multi-view Domain Adaptation0
Cross-Domain Co-Extraction of Sentiment and Topic Lexicons0
Corpus-based Interpretation of Instructions in Virtual Environments0
Translation Model Adaptation for Statistical Machine Translation with Monolingual Topic Information0
Bootstrapping via Graph PropagationCode0
Mixing Multiple Translation Models in Statistical Machine Translation0
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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