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 31513200 of 6439 papers

TitleStatusHype
In Search for a Generalizable Method for Source Free Domain Adaptation0
Insights From A Large-Scale Database of Material Depictions In Paintings0
Day2Dark: Pseudo-Supervised Activity Recognition beyond Silent Daylight0
Instance-aware Model Ensemble With Distillation For Unsupervised Domain Adaptation0
Beyond Photo Realism for Domain Adaptation from Synthetic Data0
Improving Cause-of-Death Classification from Verbal Autopsy Reports0
Improving both domain robustness and domain adaptability in machine translation0
Improving Automated Program Repair with Domain Adaptation0
DA-VSR: Domain Adaptable Volumetric Super-Resolution For Medical Images0
Beyond Negation Detection: Comprehensive Assertion Detection Models for Clinical NLP0
A Learner Corpus-based Approach to Verb Suggestion for ESL0
Adaptive Object Detection with Dual Multi-Label Prediction0
Improved Techniques for Adversarial Discriminative Domain Adaptation0
Integrating Contrastive Learning into a Multitask Transformer Model for Effective Domain Adaptation0
DAVOS: Semi-Supervised Video Object Segmentation via Adversarial Domain Adaptation0
Improve Unsupervised Domain Adaptation with Mixup Training0
Improve Neural Entity Recognition via Multi-Task Data Selection and Constrained Decoding0
Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs0
Intelligent Icing Detection Model of Wind Turbine Blades Based on SCADA data0
Intensity augmentation for domain transfer of whole breast segmentation in MRI0
Improvement of Applicability in Student Performance Prediction Based on Transfer Learning0
Interactive dimensionality reduction using similarity projections0
Frustratingly Easy Uncertainty Estimation for Distribution Shift0
DAViD: Domain Adaptive Visually-Rich Document Understanding with Synthetic Insights0
Improved Parsing and POS Tagging Using Inter-Sentence Consistency Constraints0
Co-training partial domain adaptation networks for industrial Fault Diagnosis0
DAugNet: Unsupervised, Multi-source, Multi-target, and Life-long Domain Adaptation for Semantic Segmentation of Satellite Images0
A Learnable Self-supervised Task for Unsupervised Domain Adaptation on Point Clouds0
Inter-Domain Mixup for Semi-Supervised Domain Adaptation0
Improved Multi-Source Domain Adaptation by Preservation of Factors0
Improved Knowledge Transfer for Semi-Supervised Domain Adaptation via Trico Training Strategy0
Internal Language Model Estimation based Adaptive Language Model Fusion for Domain Adaptation0
Datum-wise Transformer for Synthetic Tabular Data Detection in the Wild0
Improved Generalization of Arabic Text Classifiers0
Improved Factorized Neural Transducer Model For text-only Domain Adaptation0
DATSING: Data Augmented Time Series Forecasting with Adversarial Domain Adaptation0
Beyond H-Divergence: Domain Adaptation Theory With Jensen-Shannon Divergence0
A Dual-Purpose Deep Learning Model for Auscultated Lung and Tracheal Sound Analysis Based on Mixed Set Training0
Importance weighting and unsupervised domain adaptation of POS taggers: a negative result0
DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model0
Beyond LoRA: Exploring Efficient Fine-Tuning Techniques for Time Series Foundational Models0
Adaptive Multi-Corpora Language Model Training for Speech Recognition0
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation0
Importance Weighted Adversarial Nets for Partial Domain Adaptation0
Implicit Task-Driven Probability Discrepancy Measure for Unsupervised Domain Adaptation0
Invariant Representations for Noisy Speech Recognition0
Inverse Surrogate Model of a Soft X-Ray Spectrometer using Domain Adaptation0
Invertible Autoencoder for domain adaptation0
Implicit Bayes Adaptation: A Collaborative Transport Approach0
Implementing a Portable Clinical NLP System with a Common Data Model - a Lisp Perspective0
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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