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 22512300 of 6439 papers

TitleStatusHype
GAN Inversion for Image Editing via Unsupervised Domain Adaptation0
Boosting Novel Category Discovery Over Domains with Soft Contrastive Learning and All-in-One Classifier0
Modeling Hierarchical Structural Distance for Unsupervised Domain Adaptation0
Computational Imaging for Machine Perception: Transferring Semantic Segmentation beyond AberrationsCode0
ProSFDA: Prompt Learning based Source-free Domain Adaptation for Medical Image SegmentationCode1
Data-Driven Offline Decision-Making via Invariant Representation Learning0
Turning Silver into Gold: Domain Adaptation with Noisy Labels for Wearable Cardio-Respiratory Fitness Prediction0
Self-Remixing: Unsupervised Speech Separation via Separation and Remixing0
Mixture Domain Adaptation to Improve Semantic Segmentation in Real-World SurveillanceCode1
Multi-source Domain Adaptation for Text-independent Forensic Speaker Recognition0
Video Unsupervised Domain Adaptation with Deep Learning: A Comprehensive SurveyCode1
Targeted Attention for Generalized- and Zero-Shot Learning0
Explainable, Domain-Adaptive, and Federated Artificial Intelligence in Medicine0
Unsupervised Domain Adaptation Based on the Predictive Uncertainty of ModelsCode0
AdaTriplet-RA: Domain Matching via Adaptive Triplet and Reinforced Attention for Unsupervised Domain AdaptationCode0
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDACode0
Explaining Cross-Domain Recognition with Interpretable Deep Classifier0
Instance-aware Model Ensemble With Distillation For Unsupervised Domain Adaptation0
Renewing Iterative Self-labeling Domain Adaptation with Application to the Spine Motion Prediction0
On Unsupervised Uncertainty-Driven Speech Pseudo-Label Filtering and Model Calibration0
Sentiment recognition of Italian elderly through domain adaptation on cross-corpus speech dataset0
Robust Deep Learning for Autonomous DrivingCode1
AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERTCode1
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic SegmentationCode1
Adversarial and Random Transformations for Robust Domain Adaptation and Generalization0
LLEDA -- Lifelong Self-Supervised Domain Adaptation0
DATa: Domain Adaptation-Aided Deep Table Detection Using Visual-Lexical Representations0
AU-Aware Vision Transformers for Biased Facial Expression Recognition0
Divide and Contrast: Source-free Domain Adaptation via Adaptive Contrastive LearningCode1
Hardness-guided domain adaptation to recognise biomedical named entities under low-resource scenarios0
Prompt Learning for Domain Adaptation in Task-Oriented Dialogue0
Syntax-Guided Domain Adaptation for Aspect-based Sentiment Analysis0
Adaptive Multi-Corpora Language Model Training for Speech Recognition0
What Knowledge Is Needed? Towards Explainable Memory for kNN-MT Domain AdaptationCode1
Unsupervised Domain Adaptation for Sparse Retrieval by Filling Vocabulary and Word Frequency GapsCode0
CoNMix for Source-free Single and Multi-target Domain AdaptationCode1
Camera Alignment and Weighted Contrastive Learning for Domain Adaptation in Video Person ReIDCode0
Few-shot Image Generation with Diffusion ModelsCode0
Node-wise Domain Adaptation Based on Transferable Attention for Recognizing Road Rage via EEGCode0
MiddleGAN: Generate Domain Agnostic Samples for Unsupervised Domain Adaptation0
On the Domain Adaptation and Generalization of Pretrained Language Models: A Survey0
Privacy-Preserving Models for Legal Natural Language ProcessingCode0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training0
SSDA-YOLO: Semi-supervised Domain Adaptive YOLO for Cross-Domain Object DetectionCode2
Domain Adaptive Video Semantic Segmentation via Cross-Domain Moving Object MixingCode1
Domain Adaptation under Missingness ShiftCode0
A Fuzzy-set-based Joint Distribution Adaptation Method for Regression and its Application to Online Damage Quantification for Structural Digital Twin0
Continual Learning of Neural Machine Translation within Low Forgetting Risk RegionsCode0
Internal Language Model Estimation based Adaptive Language Model Fusion for Domain Adaptation0
Unsupervised Model Adaptation for Source-free Segmentation of Medical Images0
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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
4CMKDAccuracy89Unverified
5PMTransAccuracy89Unverified
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
8DDAAccuracy88.9Unverified
9MEDMAccuracy88.9Unverified
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