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 25012550 of 6439 papers

TitleStatusHype
Domain Adaptation for Efficiently Fine-tuning Vision Transformer with Encrypted Images0
Distributionally Robust Learning for Multi-source Unsupervised Domain AdaptationCode0
StereoFlowGAN: Co-training for Stereo and Flow with Unsupervised Domain Adaptation0
Text-Only Domain Adaptation for End-to-End Speech Recognition through Down-Sampling Acoustic Representation0
Understanding Video Scenes through Text: Insights from Text-based Video Question Answering0
Spectral Adversarial MixUp for Few-Shot Unsupervised Domain AdaptationCode0
Trust your Good Friends: Source-free Domain Adaptation by Reciprocal Neighborhood Clustering0
Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior0
Domain-adaptive Message Passing Graph Neural NetworkCode0
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic SegmentationCode0
Interpreting Sentiment Composition with Latent Semantic TreeCode0
IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation0
Constructive Incremental Learning for Fault Diagnosis of Rolling Bearings with Ensemble Domain Adaptation0
Local-Global Pseudo-label Correction for Source-free Domain Adaptive Medical Image Segmentation0
Synergizing Contrastive Learning and Optimal Transport for 3D Point Cloud Domain Adaptation0
Domain-Specificity Inducing Transformers for Source-Free Domain Adaptation0
Arbitrary Distributions Mapping via SyMOT-Flow: A Flow-based Approach Integrating Maximum Mean Discrepancy and Optimal Transport0
Prior-guided Source-free Domain Adaptation for Human Pose Estimation0
Unsupervised Domain Adaptation via Domain-Adaptive Diffusion0
Unsupervised Domain Adaptation for Anatomical Landmark DetectionCode0
Black-box Unsupervised Domain Adaptation with Bi-directional Atkinson-Shiffrin MemoryCode0
Decoupled Structure for Improved Adaptability of End-to-End Models0
Robust Core-Periphery Constrained Transformer for Domain Adaptation0
Source-Free Collaborative Domain Adaptation via Multi-Perspective Feature Enrichment for Functional MRI AnalysisCode0
Motion-Guided Masking for Spatiotemporal Representation Learning0
Camera-Driven Representation Learning for Unsupervised Domain Adaptive Person Re-identification0
Towards Privacy-Supporting Fall Detection via Deep Unsupervised RGB2Depth AdaptationCode0
Vision Transformer Adapters for Generalizable Multitask Learning0
Benchmarking Domain Adaptation for Chemical Processes on the Tennessee Eastman ProcessCode0
centroIDA: Cross-Domain Class Discrepancy Minimization Based on Accumulative Class-Centroids for Imbalanced Domain Adaptation0
COCA: Classifier-Oriented Calibration via Textual Prototype for Source-Free Universal Domain AdaptationCode0
GeT: Generative Target Structure Debiasing for Domain Adaptation0
Polymerized Feature-based Domain Adaptation for Cervical Cancer Dose Map Prediction0
A review of technical factors to consider when designing neural networks for semantic segmentation of Earth Observation imagery0
The DKU-MSXF Speaker Verification System for the VoxCeleb Speaker Recognition Challenge 20230
The Unreasonable Effectiveness of Large Language-Vision Models for Source-free Video Domain AdaptationCode0
Learning to In-paint: Domain Adaptive Shape Completion for 3D Organ Segmentation0
Knowledge-inspired Subdomain Adaptation for Cross-Domain Knowledge Transfer0
Unsupervised Domain Adaptive Detection with Network Stability AnalysisCode0
Domain Adaptation via Minimax Entropy for Real/Bogus Classification of Astronomical Alerts0
Domain Adaptation for Code Model-based Unit Test Case Generation0
Unbiased Decisions Reduce Regret: Adversarial Domain Adaptation for the Bank Loan Problem0
Contrastive Bi-Projector for Unsupervised Domain AdaptionCode0
Semi-Supervised Dual-Stream Self-Attentive Adversarial Graph Contrastive Learning for Cross-Subject EEG-based Emotion Recognition0
Tissue Segmentation of Thick-Slice Fetal Brain MR Scans with Guidance from High-Quality Isotropic Volumes0
Unsupervised Adaptation of Polyp Segmentation Models via Coarse-to-Fine Self-Supervision0
BEV-DG: Cross-Modal Learning under Bird's-Eye View for Domain Generalization of 3D Semantic Segmentation0
CATS v2: Hybrid encoders for robust medical segmentationCode0
Look at the Neighbor: Distortion-aware Unsupervised Domain Adaptation for Panoramic Semantic Segmentation0
Transforming Breast Cancer Diagnosis: Towards Real-Time Ultrasound to Mammogram Conversion for Cost-Effective Diagnosis0
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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