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 41514200 of 6439 papers

TitleStatusHype
Heuristic Domain AdaptationCode1
Importance Weight Estimation and Generalization in Domain Adaptation under Label ShiftCode0
SS-SFDA : Self-Supervised Source-Free Domain Adaptation for Road Segmentation in Hazardous EnvironmentsCode1
Enhancing Diversity in Teacher-Student Networks via Asymmetric branches for Unsupervised Person Re-identificationCode1
They are Not Completely Useless: Towards Recycling Transferable Unlabeled Data for Class-Mismatched Semi-Supervised Learning0
Unsupervised Domain Adaptation for Speech Recognition via Uncertainty Driven Self-Training0
Unsupervised Domain Adaptation in Semantic Segmentation via Orthogonal and Clustered EmbeddingsCode1
Emotional Semantics-Preserved and Feature-Aligned CycleGAN for Visual Emotion Adaptation0
Multi-Domain Adversarial Feature Generalization for Person Re-Identification0
Online Domain Adaptation for Continuous Cross-Subject Liver Viability Evaluation Based on Irregular Thermal Data0
Insights From A Large-Scale Database of Material Depictions In Paintings0
DomainMix: Learning Generalizable Person Re-Identification Without Human AnnotationsCode1
Unsupervised domain adaptation based COVID-19 CT infection segmentation network0
Unsupervised Domain Adaptation of a Pretrained Cross-Lingual Language ModelCode1
DmifNet:3D Shape Reconstruction Based on Dynamic Multi-Branch Information FusionCode1
Seismic Facies Analysis: A Deep Domain Adaptation Approach0
KD3A: Unsupervised Multi-Source Decentralized Domain Adaptation via Knowledge DistillationCode1
Master Thesis: Neural Sign Language Translation by Learning Tokenization0
Robustified Domain Adaptation0
Viewpoint-aware Progressive Clustering for Unsupervised Vehicle Re-identification0
FixBi: Bridging Domain Spaces for Unsupervised Domain AdaptationCode1
Interpretable Image Emotion Recognition: A Domain Adaptation Approach Using Facial Expressions0
Curriculum CycleGAN for Textual Sentiment Domain Adaptation with Multiple SourcesCode0
Unsupervised BatchNorm Adaptation (UBNA): A Domain Adaptation Method for Semantic Segmentation Without Using Source Domain RepresentationsCode1
Transducer Adaptive Ultrasound Volume Reconstruction0
Domain Adaptation Gaze Estimation by Embedding with Prediction Consistency0
Ego2Hands: A Dataset for Egocentric Two-hand Segmentation and DetectionCode1
Arabic Dialect Identification Using BERT-Based Domain Adaptation0
Domain Generalization in Biosignal Classification0
Learning causal representations for robust domain adaptation0
Generic Semi-Supervised Adversarial Subject Translation for Sensor-Based Human Activity Recognition0
FS-HGR: Few-shot Learning for Hand Gesture Recognition via ElectroMyography0
Filtered Manifold Alignment0
A contribution to Optimal Transport on incomparable spaces0
Localising In Complex Scenes Using Balanced Adversarial Adaptation0
SeasonDepth: Cross-Season Monocular Depth Prediction Dataset and Benchmark under Multiple EnvironmentsCode1
Interventional Domain Adaptation0
Domain-Aware Unsupervised Hyperspectral Reconstruction for Aerial Image Dehazing0
Domain adaptation techniques for improved cross-domain study of galaxy mergers0
Domain Adaptation Using Class Similarity for Robust Speech RecognitionCode0
Universal Multi-Source Domain Adaptation0
Against Adversarial Learning: Naturally Distinguish Known and Unknown in Open Set Domain Adaptation0
Mixed Set Domain Adaptation0
CMT in TREC-COVID Round 2: Mitigating the Generalization Gaps from Web to Special Domain SearchCode1
Developing High Quality Training Samples for Deep Learning Based Local Climate Zone Classification in Korea0
Data-to-Text Generation with Iterative Text EditingCode1
Learning Causal Semantic Representation for Out-of-Distribution PredictionCode1
Policy Transfer via Kinematic Domain Randomization and AdaptationCode1
Investigating Catastrophic Forgetting During Continual Training for Neural Machine Translation0
IIE’s Neural Machine Translation Systems for WMT200
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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