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 27012750 of 6439 papers

TitleStatusHype
TADA: Efficient Task-Agnostic Domain Adaptation for TransformersCode0
Continually Improving Extractive QA via Human FeedbackCode0
DADIN: Domain Adversarial Deep Interest Network for Cross Domain Recommender Systems0
Computing high-dimensional optimal transport by flow neural networksCode0
Boosting Crop Classification by Hierarchically Fusing Satellite, Rotational, and Contextual Data0
Few-shot 3D Shape Generation0
Manifold-Aware Self-Training for Unsupervised Domain Adaptation on Regressing 6D Object PoseCode0
NollySenti: Leveraging Transfer Learning and Machine Translation for Nigerian Movie Sentiment ClassificationCode0
SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation0
Integrating Multiple Sources Knowledge for Class Asymmetry Domain Adaptation Segmentation of Remote Sensing Images0
Supervised Domain Adaptation for Recognizing Retinal Diseases from Wide-Field Fundus ImagesCode0
Surface EMG-Based Inter-Session/Inter-Subject Gesture Recognition by Leveraging Lightweight All-ConvNet and Transfer Learning0
Black-box Source-free Domain Adaptation via Two-stage Knowledge Distillation0
Learning representations that are closed-form Monge mapping optimal with application to domain adaptationCode0
When Giant Language Brains Just Aren't Enough! Domain Pizzazz with Knowledge Sparkle Dust0
Color Deconvolution applied to Domain Adaptation in HER2 histopathological images0
Meta-hallucinator: Towards Few-Shot Cross-Modality Cardiac Image Segmentation0
Exploring Zero and Few-shot Techniques for Intent Classification0
Active Semantic Localization with Graph Neural Embedding0
Best-Effort Adaptation0
Inclusive FinTech Lending via Contrastive Learning and Domain Adaptation0
Fashion CUT: Unsupervised domain adaptation for visual pattern classification in clothes using synthetic data and pseudo-labels0
Unsupervised Domain Adaptation for Medical Image Segmentation via Feature-space Density Matching0
Generalized Universal Domain Adaptation with Generative Flow Networks0
Target-driven One-Shot Unsupervised Domain Adaptation0
SynthMix: Mixing up Aligned Synthesis for Medical Cross-Modality Domain Adaptation0
Model-Contrastive Federated Domain Adaptation0
Mask The Bias: Improving Domain-Adaptive Generalization of CTC-based ASR with Internal Language Model Estimation0
DualCross: Cross-Modality Cross-Domain Adaptation for Monocular BEV Perception0
Unsupervised Domain Adaptation for Neuron Membrane Segmentation based on Structural Features0
ReMask: A Robust Information-Masking Approach for Domain Counterfactual GenerationCode0
DomainInv: Domain Invariant Fine Tuning and Adversarial Label Correction For QA Domain Adaptation0
Exploring Linguistic Properties of Monolingual BERTs with Typological Classification among Languages0
Addressing Parameter Choice Issues in Unsupervised Domain Adaptation by AggregationCode0
The Pipeline System of ASR and NLU with MLM-based Data Augmentation toward STOP Low-resource Challenge0
RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language ModelsCode0
Self-supervised learning for infant cry analysis0
Regularizing Self-training for Unsupervised Domain Adaptation via Structural Constraints0
Limits of Model Selection under Transfer Learning0
Made of Steel? Learning Plausible Materials for Components in the Vehicle Repair DomainCode0
AVATAR: Adversarial self-superVised domain Adaptation network for TARget domainCode0
Towards Better Domain Adaptation for Self-supervised Models: A Case Study of Child ASRCode0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task0
Understanding Shared Speech-Text Representations0
Maximizing Model Generalization for Machine Condition Monitoring with Self-Supervised Learning and Federated Learning0
Cluster Entropy: Active Domain Adaptation in Pathological Image Segmentation0
FVP: Fourier Visual Prompting for Source-Free Unsupervised Domain Adaptation of Medical Image Segmentation0
Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Driving0
Multi-Source to Multi-Target Decentralized Federated Domain Adaptation0
Universal Domain Adaptation via Compressive Attention Matching0
Show:102550
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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