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 58515900 of 6439 papers

TitleStatusHype
Adversarial Adaptation of Synthetic or Stale Data0
Domain Attention with an Ensemble of Experts0
An Unsupervised Neural Attention Model for Aspect ExtractionCode0
Active Sentiment Domain Adaptation0
Detecting annotation noise in automatically labelled data0
Distributional Adversarial NetworksCode0
Target contrastive pessimistic risk for robust domain adaptationCode0
Causal Embeddings for RecommendationCode0
Model Selection with Nonlinear Embedding for Unsupervised Domain Adaptation0
Deep Hashing Network for Unsupervised Domain AdaptationCode1
Coupled Support Vector Machines for Supervised Domain Adaptation0
Nonlinear Embedding Transform for Unsupervised Domain Adaptation0
Bayesian Joint Modelling for Object Localisation in Weakly Labelled Images0
Self-ensembling for visual domain adaptationCode1
Unsupervised Domain Adaptation with Random Walks on Target Labelings0
Neural Domain Adaptation for Biomedical Question AnsweringCode0
Stacked Convolutional and Recurrent Neural Networks for Bird Audio Detection0
Concept Transfer Learning for Adaptive Language Understanding0
Adaptation au domaine pour l'analyse morpho-syntaxique (Domain Adaptation for PoS tagging)0
Joint auto-encoders: a flexible multi-task learning framework0
Multiple Source Domain Adaptation with Adversarial Training of Neural NetworksCode0
Conditional Adversarial Domain AdaptationCode1
Principled Hybrids of Generative and Discriminative Domain Adaptation0
Robust Data Geometric Structure Aligned Close yet Discriminative Domain Adaptation0
Joint Distribution Optimal Transportation for Domain AdaptationCode0
From source to target and back: symmetric bi-directional adaptive GAN0
Correlation Alignment by Riemannian Metric for Domain AdaptationCode0
Minimax Statistical Learning with Wasserstein Distances0
Joint Geometrical and Statistical Alignment for Visual Domain Adaptation0
Single Image Action Recognition by Predicting Space-Time Saliency0
Detach and Adapt: Learning Cross-Domain Disentangled Deep Representation0
Mind the Class Weight Bias: Weighted Maximum Mean Discrepancy for Unsupervised Domain AdaptationCode0
BAM! The Behance Artistic Media Dataset for Recognition Beyond Photography0
AutoDIAL: Automatic DomaIn Alignment LayersCode0
Lexically Constrained Decoding for Sequence Generation Using Grid Beam SearchCode0
Bandit Structured Prediction for Neural Sequence-to-Sequence LearningCode0
Cross-domain Semantic Parsing via ParaphrasingCode0
Unsupervised Creation of Parameterized Avatars0
A Broad-Coverage Challenge Corpus for Sentence Understanding through InferenceCode1
Close Yet Distinctive Domain Adaptation0
Virtual to Real Reinforcement Learning for Autonomous DrivingCode0
Generate To Adapt: Aligning Domains using Generative Adversarial NetworksCode0
Toward Pan-Slavic NLP: Some Experiments with Language Adaptation0
Arabic Tweets Treebanking and Parsing: A Bootstrapping Approach0
Adapting a State-of-the-Art Tagger for South Slavic Languages to Non-Standard Text0
Single and Cross-domain Polarity Classification using String Kernels0
Neural vs. Phrase-Based Machine Translation in a Multi-Domain Scenario0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
BabelDomains: Large-Scale Domain Labeling of Lexical Resources0
Deep Domain Adaptation Based Video Smoke Detection using Synthetic Smoke Images0
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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