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 59015950 of 6439 papers

TitleStatusHype
Unsupervised Creation of Parameterized Avatars0
Close Yet Distinctive Domain Adaptation0
Virtual to Real Reinforcement Learning for Autonomous DrivingCode0
Generate To Adapt: Aligning Domains using Generative Adversarial NetworksCode0
Adapting a State-of-the-Art Tagger for South Slavic Languages to Non-Standard Text0
Arabic Tweets Treebanking and Parsing: A Bootstrapping Approach0
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling0
BabelDomains: Large-Scale Domain Labeling of Lexical Resources0
Toward Pan-Slavic NLP: Some Experiments with Language Adaptation0
Neural vs. Phrase-Based Machine Translation in a Multi-Domain Scenario0
Single and Cross-domain Polarity Classification using String Kernels0
Deep Domain Adaptation Based Video Smoke Detection using Synthetic Smoke Images0
Transductive Zero-Shot Learning with Adaptive Structural Embedding0
Semi-Supervised Deep Learning for Fully Convolutional NetworksCode0
A Compact DNN: Approaching GoogLeNet-Level Accuracy of Classification and Domain Adaptation0
A Manifold Approach to Learning Mutually Orthogonal Subspaces0
A Theory of Output-Side Unsupervised Domain Adaptation0
Addressing Appearance Change in Outdoor Robotics with Adversarial Domain Adaptation0
Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MRCode0
Central Moment Discrepancy (CMD) for Domain-Invariant Representation LearningCode0
Adaptive Learning to Speed-Up Control of Prosthetic Hands: a Few Things Everybody Should Know0
Asymmetric Tri-training for Unsupervised Domain AdaptationCode0
Transfer Learning for Domain Adaptation in MRI: Application in Brain Lesion Segmentation0
Just DIAL: DomaIn Alignment Layers for Unsupervised Domain Adaptation0
An Extended Framework for Marginalized Domain AdaptationCode0
Domain Adaptation for Visual Applications: A Comprehensive Survey0
SSPP-DAN: Deep Domain Adaptation Network for Face Recognition with Single Sample Per PersonCode0
Online and Offline Domain Adaptation for Reducing BCI Calibration Effort0
Driver Drowsiness Estimation from EEG Signals Using Online Weighted Adaptation Regularization for Regression (OwARR)0
Data Selection Strategies for Multi-Domain Sentiment AnalysisCode0
Hashing in the Zero Shot Framework with Domain Adaptation0
Semi-Supervised QA with Generative Domain-Adaptive Nets0
Knowledge Adaptation: Teaching to Adapt0
Synthetic to Real Adaptation with Generative Correlation Alignment Networks0
QCRI Machine Translation Systems for IWSLT 160
An Empirical Comparison of Simple Domain Adaptation Methods for Neural Machine Translation0
Heterogeneous domain adaptation: An unsupervised approach0
Neural Personalized Response Generation as Domain Adaptation0
Demystifying Neural Style TransferCode0
Robust and Real-time Deep Tracking Via Multi-Scale Domain Adaptation0
Aspect-augmented Adversarial Networks for Domain AdaptationCode0
Phrase Table Induction Using In-Domain Monolingual Data for Domain Adaptation in Statistical Machine Translation0
Data point selection for genre-aware parsing0
From Virtual to Real World Visual Perception using Domain Adaptation -- The DPM as Example0
Unsupervised domain adaptation in brain lesion segmentation with adversarial networksCode0
DeMIAN: Deep Modality Invariant Adversarial Network0
Fast Domain Adaptation for Neural Machine Translation0
Partially blind domain adaptation for age prediction from DNA methylation data0
Domain specialization: a post-training domain adaptation for Neural Machine Translation0
Domain Control for Neural 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