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 45514600 of 6439 papers

TitleStatusHype
Implicit Class-Conditioned Domain Alignment for Unsupervised Domain AdaptationCode1
Associate-3Ddet: Perceptual-to-Conceptual Association for 3D Point Cloud Object Detection0
Adversarial Feature DesensitizationCode0
Unsupervised Transfer Learning with Self-Supervised Remedy0
ADMP: An Adversarial Double Masks Based Pruning Framework For Unsupervised Cross-Domain Compression0
Anomaly Detection with Domain Adaptation0
Segmentation of Surgical Instruments for Minimally-Invasive Robot-Assisted Procedures Using Generative Deep Neural Networks0
Network Together: Node Classification via Cross-Network Deep Network EmbeddingCode1
Self-paced Contrastive Learning with Hybrid Memory for Domain Adaptive Object Re-IDCode1
Adaptation de domaine non supervis\'ee pour la reconnaissance de la langue par r\'egularisation d'un r\'eseau de neurones (Unsupervised domain adaptation for language identification by regularization of a neural network)0
Disparity-Aware Domain Adaptation in Stereo Image Restoration0
Structure Preserving Generative Cross-Domain Learning0
Spherical Space Domain Adaptation With Robust Pseudo-Label LossCode1
Cross-Domain Semantic Segmentation via Domain-Invariant Interactive Relation Transfer0
Weakly-Supervised Domain Adaptation via GAN and Mesh Model for Estimating 3D Hand Poses Interacting Objects0
Progressive Adversarial Networks for Fine-Grained Domain Adaptation0
Stochastic Classifiers for Unsupervised Domain AdaptationCode1
Reliable Weighted Optimal Transport for Unsupervised Domain Adaptation0
Unsupervised Domain Adaptation With Hierarchical Gradient Synchronization0
DUNIT: Detection-Based Unsupervised Image-to-Image TranslationCode1
Enhanced Transport Distance for Unsupervised Domain Adaptation0
Latent Domain Learning with Dynamic Residual Adapters0
A2-LINK: Recognizing Disguised Faces via Active Learning and Adversarial Noise based Inter-Domain KnowledgeCode1
Global Distance-distributions Separation for Unsupervised Person Re-identification0
Exploring Thermal Images for Object Detection in Underexposure Regions for Autonomous Driving0
Neural Unsupervised Domain Adaptation in NLP---A SurveyCode1
Self-adaptive Re-weighted Adversarial Domain Adaptation0
Unsupervised learning of multimodal image registration using domain adaptation with projected Earth Move's discrepancies0
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image SegmentationCode1
Language Models are Few-Shot LearnersCode3
Disentanglement Then Reconstruction: Learning Compact Features for Unsupervised Domain Adaptation0
Balanced joint maximum mean discrepancy for deep transfer learningCode0
SafeML: Safety Monitoring of Machine Learning Classifiers through Statistical Difference MeasureCode1
Kernel methods library for pattern analysis and machine learning in pythonCode1
Co-Heterogeneous and Adaptive Segmentation from Multi-Source and Multi-Phase CT Imaging Data: A Study on Pathological Liver and Lesion Segmentation0
Unsupervised Domain Expansion from Multiple Sources0
Keep it Simple: Image Statistics Matching for Domain AdaptationCode1
Contradistinguisher: A Vapnik's Imperative to Unsupervised Domain Adaptation0
A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mappingCode0
A Joint Pixel and Feature Alignment Framework for Cross-dataset Palmprint RecognitionCode1
Knowledge Graph Simple Question Answering for Unseen DomainsCode1
Incremental Real-Time Personalization in Human Activity Recognition Using Domain Adaptive Batch Normalization0
Discriminative Active Learning for Domain Adaptation0
Towards Open Domain Event Trigger Identification using Adversarial Domain AdaptationCode0
SODA: Detecting Covid-19 in Chest X-rays with Semi-supervised Open Set Domain Adaptation0
Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor DataCode1
Style Normalization and Restitution for Generalizable Person Re-identificationCode1
Unsupervised Domain Adaptation in Semantic Segmentation: a Review0
Cross-Domain Few-Shot Learning with Meta Fine-Tuning0
ESAM: Discriminative Domain Adaptation with Non-Displayed Items to Improve Long-Tail PerformanceCode1
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