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 18511900 of 6439 papers

TitleStatusHype
Unsupervised Domain Adaptation for Neuron Membrane Segmentation based on Structural Features0
Contrastive Mean Teacher for Domain Adaptive Object DetectorsCode1
Exploring Linguistic Properties of Monolingual BERTs with Typological Classification among Languages0
Semi-Supervised Segmentation of Functional Tissue Units at the Cellular LevelCode1
The Pipeline System of ASR and NLU with MLM-based Data Augmentation toward STOP Low-resource Challenge0
Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by AggregationCode0
RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language ModelsCode0
Self-supervised learning for infant cry analysis0
Limits of Model Selection under Transfer Learning0
Regularizing Self-training for Unsupervised Domain Adaptation via Structural Constraints0
Towards Better Domain Adaptation for Self-supervised Models: A Case Study of Child ASRCode0
Made of Steel? Learning Plausible Materials for Components in the Vehicle Repair DomainCode0
AVATAR: Adversarial self-superVised domain Adaptation network for TARget domainCode0
Understanding Shared Speech-Text Representations0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task0
Maximizing Model Generalization for Machine Condition Monitoring with Self-Supervised Learning and Federated Learning0
EDAPS: Enhanced Domain-Adaptive Panoptic SegmentationCode1
Cluster Entropy: Active Domain Adaptation in Pathological Image Segmentation0
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image SegmentationCode2
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation0
Unpaired Image Translation to Mitigate Domain Shift in Liquid Argon Time Projection Chamber Detector ResponsesCode1
Multi-Source to Multi-Target Decentralized Federated Domain Adaptation0
Universal Domain Adaptation via Compressive Attention Matching0
Augmentation-based Domain Generalization for Semantic Segmentation0
Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Driving0
Weight-based Mask for Domain Adaptation0
Towards Realizing the Value of Labeled Target Samples: a Two-Stage Approach for Semi-Supervised Domain Adaptation0
SCoDA: Domain Adaptive Shape Completion for Real ScansCode1
Noisy Universal Domain Adaptation via Divergence Optimization for Visual RecognitionCode1
Independent Feature Decomposition and Instance Alignment for Unsupervised Domain AdaptationCode0
Domain Adaptable Self-supervised Representation Learning on Remote Sensing Satellite ImageryCode0
Knowledge Distillation Under Ideal Joint Classifier Assumption0
CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation0
Density-Insensitive Unsupervised Domain Adaption on 3D Object DetectionCode1
Tailoring Domain Adaptation for Machine Translation Quality EstimationCode0
Structure Preserving Cycle-GAN for Unsupervised Medical Image Domain Adaptation0
Semi-supervised Learning of Pushforwards For Domain Translation & Adaptation0
Political corpus creation through automatic speech recognition on EU debatesCode0
Heterogeneous Domain Adaptation with Positive and Unlabeled Data0
Implicit Bayes Adaptation: A Collaborative Transport Approach0
GeoMultiTaskNet: remote sensing unsupervised domain adaptation using geographical coordinatesCode0
Continual Domain Adaptation through Pruning-aided Domain-specific Weight ModulationCode1
Context-aware Domain Adaptation for Time Series Anomaly Detection0
Continual Source-Free Unsupervised Domain Adaptation0
CoMaL: Conditional Maximum Likelihood Approach to Self-supervised Domain Adaptation in Long-tail Semantic Segmentation0
Spectral Transfer Guided Active Domain Adaptation For Thermal ImageryCode0
Domain shifts in dermoscopic skin cancer datasets: Evaluation of essential limitations for clinical translation0
Transfer Knowledge from Head to Tail: Uncertainty Calibration under Long-tailed DistributionCode1
CoSDA: Continual Source-Free Domain AdaptationCode1
A Self-attention Knowledge Domain Adaptation Network for Commercial Lithium-ion Batteries State-of-health Estimation under Shallow Cycles0
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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