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 15511600 of 6439 papers

TitleStatusHype
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
StereoFlowGAN: Co-training for Stereo and Flow with Unsupervised Domain Adaptation0
MILA: Memory-Based Instance-Level Adaptation for Cross-Domain Object DetectionCode1
Generative Data Augmentation using LLMs improves Distributional Robustness in Question AnsweringCode3
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
Pose-Graph Attentional Graph Neural Network for Lidar Place RecognitionCode1
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic SegmentationCode0
Domain-adaptive Message Passing Graph Neural NetworkCode0
Interpreting Sentiment Composition with Latent Semantic TreeCode0
IIDM: Inter and Intra-domain Mixing for Semi-supervised Domain Adaptation in Semantic Segmentation0
Detect, Augment, Compose, and Adapt: Four Steps for Unsupervised Domain Adaptation in Object DetectionCode1
Constructive Incremental Learning for Fault Diagnosis of Rolling Bearings with Ensemble Domain Adaptation0
Face Presentation Attack Detection by Excavating Causal Clues and Adapting Embedding StatisticsCode1
Local-Global Pseudo-label Correction for Source-free Domain Adaptive Medical Image Segmentation0
Compositional Semantic Mix for Domain Adaptation in Point Cloud SegmentationCode1
Domain-Specificity Inducing Transformers for Source-Free Domain Adaptation0
Synergizing Contrastive Learning and Optimal Transport for 3D Point Cloud 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
Match-And-Deform: Time Series Domain Adaptation through Optimal Transport and Temporal AlignmentCode1
REB: Reducing Biases in Representation for Industrial Anomaly DetectionCode1
Motion-Guided Masking for Spatiotemporal Representation Learning0
Source-Free Collaborative Domain Adaptation via Multi-Perspective Feature Enrichment for Functional MRI AnalysisCode0
Camera-Driven Representation Learning for Unsupervised Domain Adaptive Person Re-identification0
Vision Transformer Adapters for Generalizable Multitask Learning0
Towards Privacy-Supporting Fall Detection via Deep Unsupervised RGB2Depth AdaptationCode0
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
PoSynDA: Multi-Hypothesis Pose Synthesis Domain Adaptation for Robust 3D Human Pose EstimationCode1
The Unreasonable Effectiveness of Large Language-Vision Models for Source-free Video Domain AdaptationCode0
The DKU-MSXF Speaker Verification System for the VoxCeleb Speaker Recognition Challenge 20230
Learning to In-paint: Domain Adaptive Shape Completion for 3D Organ Segmentation0
A Survey on Deep Multi-modal Learning for Body Language Recognition and GenerationCode1
Knowledge-inspired Subdomain Adaptation for Cross-Domain Knowledge Transfer0
Unsupervised Domain Adaptive Detection with Network Stability AnalysisCode0
Domain Adaptation for Code Model-based Unit Test Case Generation0
Unbiased Decisions Reduce Regret: Adversarial Domain Adaptation for the Bank Loan Problem0
Domain Adaptation via Minimax Entropy for Real/Bogus Classification of Astronomical Alerts0
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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