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 25512600 of 6439 papers

TitleStatusHype
A Domain Adaptation of Large Language Models for Classifying Mechanical Assembly Components0
Adaptable End-to-End ASR Models using Replaceable Internal LMs and Residual Softmax0
Domain Adaptation of NMT models for English-Hindi Machine Translation Task : AdapMT Shared Task ICON 20200
Domain Adaptation of NMT models for English-Hindi Machine Translation Task at AdapMT ICON 20200
Chemical Property Prediction Under Experimental Biases0
Domain Adaptation of Multilingual Semantic Search - Literature Review0
CheckSel: Efficient and Accurate Data-valuation Through Online Checkpoint Selection0
An Online Algorithm for Learning over Constrained Latent Representations using Multiple Views0
Domain Adaptation of Majority Votes via Perturbed Variation-based Label Transfer0
Domain Adaptation of Machine Translation with Crowdworkers0
CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation0
Domain Adaptation of low-resource Target-Domain models using well-trained ASR Conformer Models0
Domain Adaptation of Llama3-70B-Instruct through Continual Pre-Training and Model Merging: A Comprehensive Evaluation0
ChatGPT vs State-of-the-Art Models: A Benchmarking Study in Keyphrase Generation Task0
A Noncontact Technique for Wave Measurement Based on Thermal Stereography and Deep Learning0
Domain Adaptation of Learned Features for Visual Localization0
Domain Adaptation of Foundation LLMs for e-Commerce0
Chasing COMET: Leveraging Minimum Bayes Risk Decoding for Self-Improving Machine Translation0
Domain Adaptation of Document-Level NMT in IWSLT190
The (In)Effectiveness of Intermediate Task Training For Domain Adaptation and Cross-Lingual Transfer Learning0
Domain Adaptation of Coreference Resolution for Radiology Reports0
Domain Adaptation of Automated Treatment Planning from Computed Tomography to Magnetic Resonance0
Characteristic Regularisation for Super-Resolving Face Images0
Domain Adaptation of a State of the Art Text-to-SQL Model: Lessons Learned and Challenges Found0
Domain Adaptation on Semantic Segmentation for Aerial Images0
Character-Based Pivot Translation for Under-Resourced Languages and Domains0
Anomaly Detection with Domain Adaptation0
A Domain Adaptation Model for Carotid Ultrasound: Image Harmonization, Noise Reduction, and Impact on Cardiovascular Risk Markers0
AdaPose: Towards Cross-Site Device-Free Human Pose Estimation with Commodity WiFi0
A class alignment method based on graph convolution neural network for bearing fault diagnosis in presence of missing data and changing working conditions0
A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment0
Domain Adaptation of a Dependency Parser with a Class-Class Selectional Preference Model0
Domain adaptation model for retinopathy detection from cross-domain OCT images0
Channel-Temporal Attention for First-Person Video Domain Adaptation0
Domain Adaptation Meets Zero-Shot Learning: An Annotation-Efficient Approach to Multi-Modality Medical Image Segmentation0
Channel adversarial training for cross-channel text-independent speaker recognition0
Domain Adaptation meets Individual Fairness. And they get along0
Domain Adaptation Meets Disentangled Representation Learning and Style Transfer0
Channel Adaptation for Speaker Verification Using Optimal Transport with Pseudo Label0
Domain Adaptation: Learning Bounds and Algorithms0
Domain adaptation in small-scale and heterogeneous biological datasets0
Challenges and Solutions for Latin Named Entity Recognition0
A No-Free-Lunch Theorem for MultiTask Learning0
A Domain Adaptation Framework for Speech Recognition Systems with Only Synthetic data0
Domain Adaptation for Robot Predictive Maintenance Systems0
Domain adaptation in practice: Lessons from a real-world information extraction pipeline0
Domain Adaptation in Neural Machine Translation using a Qualia-Enriched FrameNet0
An Offline Mobile Conversational Agent for Mental Health Support: Learning from Emotional Dialogues and Psychological Texts with Student-Centered Evaluation0
Domain Adaptation in Multi-View Embedding for Cross-Modal Video Retrieval0
Domain Adaptation in Multilingual and Multi-Domain Monolingual Settings for Complex Word Identification0
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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
4CMKDAccuracy89Unverified
5PMTransAccuracy89Unverified
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
8DDAAccuracy88.9Unverified
9MEDMAccuracy88.9Unverified
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