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 34513500 of 6439 papers

TitleStatusHype
Revisiting Deep Semi-supervised Learning: An Empirical Distribution Alignment Framework and Its Generalization Bound0
Revisiting Deep Subspace Alignment for Unsupervised Domain Adaptation0
Revisiting ( , , )-similarity learning for domain adaptation0
Revisiting Knowledge Distillation for Object Detection0
Revisiting Multi-Granularity Representation via Group Contrastive Learning for Unsupervised Vehicle Re-identification0
Revisiting Optical Flow Estimation in 360 Videos0
Revisiting Softmax for Uncertainty Approximation in Text Classification0
Revisiting Softmax for Uncertainty Approximation in Text Classification0
Revisiting Source-Free Domain Adaptation: Insights into Representativeness, Generalization, and Variety0
Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer0
Revisiting the Old Kitchen Sink: Do we Need Sentiment Domain Adaptation?0
REVISTING NEGATIVE TRANSFER USING ADVERSARIAL LEARNING0
Re-Weighted Adversarial Adaptation Network for Unsupervised Domain Adaptation0
Right for the Right Reason: Training Agnostic Networks0
ROAD: Reality Oriented Adaptation for Semantic Segmentation of Urban Scenes0
Robust alignment of cross-session recordings of neural population activity by behaviour via unsupervised domain adaptation0
Robust and Real-time Deep Tracking Via Multi-Scale Domain Adaptation0
Robust Category-Level 3D Pose Estimation from Synthetic Data0
Robust Class-Conditional Distribution Alignment for Partial Domain Adaptation0
Robust Core-Periphery Constrained Transformer for Domain Adaptation0
Robust Cross-Domain Sentiment Analysis for Low-Resource Languages0
Robust Cross-vendor Mammographic Texture Models Using Augmentation-based Domain Adaptation for Long-term Breast Cancer Risk0
Robust Data Geometric Structure Aligned Close yet Discriminative Domain Adaptation0
Robust Distribution Alignment for Industrial Anomaly Detection under Distribution Shift0
Robust Domain Adaptation By Augmented Cyclic Adversarial Learning0
Robust Domain Adaptation for Machine Reading Comprehension0
Robust Domain Adaptation for Pre-trained Multilingual Neural Machine Translation Models0
Robust Domain Adaptation for Relation Extraction via Clustering Consistency0
Robust Domain Adaptation: Representations, Weights and Inductive Bias0
Robustified Domain Adaptation0
Robust Indoor Localization in Dynamic Environments: A Multi-source Unsupervised Domain Adaptation Framework0
Robust Internal Representations for Domain Generalization0
Robust Local Preserving and Global Aligning Network for Adversarial Domain Adaptation0
Robust Monocular Localization of Drones by Adapting Domain Maps to Depth Prediction Inaccuracies0
Robust Morphological Tagging with Word Representations0
Robust Multi-Source Domain Adaptation under Label Shift0
Robustness against the channel effect in pathological voice detection0
Robustness of deep learning algorithms in astronomy -- galaxy morphology studies0
Robust pedestrian detection in thermal imagery using synthesized images0
Robust Scatterer Number Density Segmentation of Ultrasound Images0
Robust Unsupervised Domain Adaptation by Retaining Confident Entropy via Edge Concatenation0
Robust Unsupervised Domain Adaptation for 3D Point Cloud Segmentation Under Source Adversarial Attacks0
Robust Visual Knowledge Transfer via EDA0
RoCA: Robust Cross-Domain End-to-End Autonomous Driving0
Role Prompting Guided Domain Adaptation with General Capability Preserve for Large Language Models0
RTF-Q: Efficient Unsupervised Domain Adaptation with Retraining-free Quantization0
Rule-based Coreference Resolution in German Historic Novels0
S2A: Wasserstein GAN with Spatio-Spectral Laplacian Attention for Multi-Spectral Band Synthesis0
S2R-HDR: A Large-Scale Rendered Dataset for HDR Fusion0
S^3Net: Semantic-Aware Self-supervised Depth Estimation with Monocular Videos and Synthetic Data0
Show:102550
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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