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 60516100 of 6439 papers

TitleStatusHype
Off-Dynamics Reinforcement Learning: Training for Transfer with Domain ClassifiersCode0
Off-Dynamics Reinforcement Learning via Domain Adaptation and Reward Augmented ImitationCode0
Unsupervised Domain Adaptation with Residual Transfer NetworksCode0
Evaluating Fast Adaptability of Neural Networks for Brain-Computer InterfaceCode0
A separability-based approach to quantifying generalization: which layer is best?Code0
Curriculum-Based Augmented Fourier Domain Adaptation for Robust Medical Image SegmentationCode0
TouchUp-G: Improving Feature Representation through Graph-Centric FinetuningCode0
RAIN: RegulArization on Input and Network for Black-Box Domain AdaptationCode0
1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification TrackCode0
Velocidapter: Task-oriented Dialogue Comprehension Modeling Pairing Synthetic Text Generation with Domain AdaptationCode0
Weakly Supervised Test-Time Domain Adaptation for Object DetectionCode0
A Semi-Supervised Data Augmentation Approach using 3D Graphical EnginesCode0
Bridging the Synthetic-to-Authentic Gap: Distortion-Guided Unsupervised Domain Adaptation for Blind Image Quality AssessmentCode0
EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision TransformerCode0
On Embodied Visual Navigation in Real Environments Through HabitatCode0
Towards Accurate Model Selection in Deep Unsupervised Domain AdaptationCode0
Estimating Conditional Average Treatment Effects with Missing Treatment InformationCode0
CRAVES: Controlling Robotic Arm with a Vision-based Economic SystemCode0
CUDA-GHR: Controllable Unsupervised Domain Adaptation for Gaze and Head RedirectionCode0
Self-similarity Grouping: A Simple Unsupervised Cross Domain Adaptation Approach for Person Re-identificationCode0
Unconstrained Facial Action Unit Detection via Latent Feature DomainCode0
One-shot domain adaptation in multiple sclerosis lesion segmentation using convolutional neural networksCode0
One-shot skill assessment in high-stakes domains with limited data via meta learningCode0
CUDA: Contradistinguisher for Unsupervised Domain AdaptationCode0
Alioth: A Machine Learning Based Interference-Aware Performance Monitor for Multi-Tenancy Applications in Public CloudCode0
Addressing Domain Shift via Imbalance-Aware Domain Adaptation in Embryo Development AssessmentCode0
One-shot Generative Domain Adaptation in 3D GANsCode0
Sequential Domain Adaptation by Synthesizing Distributionally Robust ExpertsCode0
Unsupervised Cross-domain Image Classification by Distance Metric Guided Feature AlignmentCode0
Equivariance Allows Handling Multiple Nuisance Variables When Analyzing Pooled Neuroimaging DatasetsCode0
Overcoming Concept Shift in Domain-Aware Settings through Consolidated Internal DistributionsCode0
On f-Divergence Principled Domain Adaptation: An Improved FrameworkCode0
A Self-explaining Neural Architecture for Generalizable Concept LearningCode0
AdaTriplet-RA: Domain Matching via Adaptive Triplet and Reinforced Attention for Unsupervised Domain AdaptationCode0
Unsupervised Cross-domain Pulmonary Nodule Detection without Source DataCode0
Crowdsourcing Learning as Domain Adaptation: A Case Study on Named Entity RecognitionCode0
SFDA-rPPG: Source-Free Domain Adaptive Remote Physiological Measurement with Spatio-Temporal ConsistencyCode0
On Learning Invariant Representation for Domain AdaptationCode0
Cross-view Semantic Segmentation for Sensing SurroundingsCode0
CrossTrainer: Practical Domain Adaptation with Loss ReweightingCode0
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal RepresentationsCode0
Towards Backwards-Compatible Data with Confounded Domain AdaptationCode0
Unsupervised Domain Adaptation for Cross-sensor Pore Detection in High-resolution Fingerprint ImagesCode0
Ensemble diverse hypotheses and knowledge distillation for unsupervised cross-subject adaptationCode0
Enhancing Semi-supervised Domain Adaptation via Effective Target LabelingCode0
Cross-Region Building Counting in Satellite Imagery using Counting ConsistencyCode0
Unsupervised Domain Adaptive Detection with Network Stability AnalysisCode0
Online Prototype Alignment for Few-shot Policy TransferCode0
Cross-Modality Brain Tumor Segmentation via Bidirectional Global-to-Local Unsupervised Domain AdaptationCode0
Unsupervised Domain Adaptive Fundus Image Segmentation with Category-level RegularizationCode0
Show:102550
← PrevPage 122 of 129Next →

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