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 451500 of 6439 papers

TitleStatusHype
KNN-MMD: Cross Domain Wireless Sensing via Local Distribution AlignmentCode1
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain AdaptationCode1
SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation LearningCode2
MVUDA: Unsupervised Domain Adaptation for Multi-view Pedestrian DetectionCode0
Enhancing Whole Slide Image Classification through Supervised Contrastive Domain Adaptation0
Semi-Supervised Transfer Boosting (SS-TrBoosting)0
RedStone: Curating General, Code, Math, and QA Data for Large Language Models0
GenMix: Effective Data Augmentation with Generative Diffusion Model Image Editing0
AH-OCDA: Amplitude-based Curriculum Learning and Hopfield Segmentation Model for Open Compound Domain Adaptation0
Cross Domain Adaptation using Adversarial networks with Cyclic loss0
Second FRCSyn-onGoing: Winning Solutions and Post-Challenge Analysis to Improve Face Recognition with Synthetic Data0
LLMs4Life: Large Language Models for Ontology Learning in Life SciencesCode0
CRISP: Object Pose and Shape Estimation with Test-Time Adaptation0
Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data0
MambaNUT: Nighttime UAV Tracking via Mamba-based Adaptive Curriculum LearningCode1
From Priest to Doctor: Domain Adaptaion for Low-Resource Neural Machine TranslationCode0
Enhancing the Generalization Capability of Skin Lesion Classification Models with Active Domain Adaptation Methods0
SeQwen at the Financial Misinformation Detection Challenge Task: Sequential Learning for Claim Verification and Explanation Generation in Financial Domains0
Few-Shot Domain Adaptation for Named-Entity Recognition via Joint Constrained k-Means and Subspace SelectionCode0
Scalable Out-of-distribution Robustness in the Presence of Unobserved Confounders0
Enhancing AI microscopy for foodborne bacterial classification via adversarial domain adaptation across optical and biological variability0
On Domain-Specific Post-Training for Multimodal Large Language Models0
Actions and Objects Pathways for Domain Adaptation in Video Question Answering0
Quantifying the synthetic and real domain gap in aerial scene understanding0
Knowledge-Data Fusion Based Source-Free Semi-Supervised Domain Adaptation for Seizure Subtype Classification0
Zero-Forget Preservation of Semantic Communication Alignment in Distributed AI Networks0
Enhancing Document AI Data Generation Through Graph-Based Synthetic Layouts0
The Last Mile to Supervised Performance: Semi-Supervised Domain Adaptation for Semantic Segmentation0
Thai Financial Domain Adaptation of THaLLE -- Technical Report0
On the Generalization of Handwritten Text Recognition Models0
Privacy Preserving Federated Unsupervised Domain Adaptation with Application to Age Prediction from DNA Methylation DataCode0
Multi-Granularity Class Prototype Topology Distillation for Class-Incremental Source-Free Unsupervised Domain Adaptation0
A Study on Unsupervised Domain Adaptation for Semantic Segmentation in the Era of Vision-Language Models0
DRIVE: Dual-Robustness via Information Variability and Entropic Consistency in Source-Free Unsupervised Domain Adaptation0
Unveiling the Superior Paradigm: A Comparative Study of Source-Free Domain Adaptation and Unsupervised Domain Adaptation0
LAGUNA: LAnguage Guided UNsupervised Adaptation with structured spaces0
Physically Interpretable Probabilistic Domain Characterization0
Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction0
Domain Adaptive Unfolded Graph Neural Networks0
AGLP: A Graph Learning Perspective for Semi-supervised Domain Adaptation0
Enhanced Cross-Dataset Electroencephalogram-based Emotion Recognition using Unsupervised Domain AdaptationCode0
HyperGAN-CLIP: A Unified Framework for Domain Adaptation, Image Synthesis and ManipulationCode2
Emergence of Implicit World Models from Mortal Agents0
Learning from Label Proportions and Covariate-shifted Instances0
Recall and Refine: A Simple but Effective Source-free Open-set Domain Adaptation FrameworkCode0
Benchmarking pre-trained text embedding models in aligning built asset informationCode0
IMPaCT GNN: Imposing invariance with Message Passing in Chronological split Temporal Graphs0
Bilingual Text-dependent Speaker Verification with Pre-trained Models for TdSV Challenge 20240
Off-Dynamics Reinforcement Learning via Domain Adaptation and Reward Augmented ImitationCode0
Domain Adaptation-based Edge Computing for Cross-Conditions Fault 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