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 45014550 of 6439 papers

TitleStatusHype
AWADA: Attention-Weighted Adversarial Domain Adaptation for Object Detection0
A Wikipedia-based Corpus for Contextualized Machine Translation0
BabelDomains: Large-Scale Domain Labeling of Lexical Resources0
Background Adaptive Faster R-CNN for Semi-Supervised Convolutional Object Detection of Threats in X-Ray Images0
Bag of Experts Architectures for Model Reuse in Conversational Language Understanding0
Two-Stage Adaptive Network for Semi-Supervised Cross-Domain Crater Detection under Varying Scenario Distributions0
Baidu Neural Machine Translation Systems for WMT190
Cut-and-Paste Dataset Generation for Balancing Domain Gaps in Object Instance Detection0
Balancing Stability and Plasticity in Pretrained Detector: A Dual-Path Framework for Incremental Object Detection0
Balancing Transferability and Discriminability for Unsupervised Domain Adaptation.0
BAM! The Behance Artistic Media Dataset for Recognition Beyond Photography0
半监督跨领域语义依存分析技术研究(Semi-supervised Domain Adaptation for Semantic Dependency Parsing)0
Batch Group Normalization0
Batch weight for domain adaptation with mass shift0
Batch Weight for Domain Adaptation With Mass Shift0
Bayesian Adaptation for Covariate Shift0
Bayesian Joint Modelling for Object Localisation in Weakly Labelled Images0
Bayesian Learning of LF-MMI Trained Time Delay Neural Networks for Speech Recognition0
Bayesian Multitask Learning with Latent Hierarchies0
Bayesian Supervised Domain Adaptation for Short Text Similarity0
Bayesian Uncertainty Matching for Unsupervised Domain Adaptation0
BDAN: Mitigating Temporal Difference Across Electrodes in Cross-Subject Motor Imagery Classification via Generative Bridging Domain0
BDA-SketRet: Bi-Level Domain Adaptation for Zero-Shot SBIR0
BDKG at MEDIQA 2021: System Report for the Radiology Report Summarization Task0
BeetleVerse: A study on taxonomic classification of ground beetles0
Belief Tracking with Stacked Relational Trees0
Benchmarking Automated Review Response Generation for the Hospitality Domain0
Benchmarking Domain Generalization on EEG-based Emotion Recognition0
Benchmarking Open-Source Large Language Models on Healthcare Text Classification Tasks0
Benchmarking the Robustness of Instance Segmentation Models0
BERTweetFR : Domain Adaptation of Pre-Trained Language Models for French Tweets0
Best-Effort Adaptation0
Best sources forward: domain generalization through source-specific nets0
Better Practices for Domain Adaptation0
BEV-DG: Cross-Modal Learning under Bird's-Eye View for Domain Generalization of 3D Semantic Segmentation0
Beyond Batch Learning: Global Awareness Enhanced Domain Adaptation0
Beyond Domain Adaptation: Unseen Domain Encapsulation via Universal Non-volume Preserving Models0
Beyond LoRA: Exploring Efficient Fine-Tuning Techniques for Time Series Foundational Models0
Beyond H-Divergence: Domain Adaptation Theory With Jensen-Shannon Divergence0
Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs0
Beyond Negation Detection: Comprehensive Assertion Detection Models for Clinical NLP0
Beyond Photo Realism for Domain Adaptation from Synthetic Data0
Beyond Separability: Analyzing the Linear Transferability of Contrastive Representations to Related Subpopulations0
Beyond Sharing Weights for Deep Domain Adaptation0
Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection0
Beyond the Shortest Path : Unsupervised Domain Adaptation by Sampling Subspaces Along the Spline Flow0
Beyond Traditional Single Object Tracking: A Survey0
Bi3D: Bi-domain Active Learning for Cross-domain 3D Object Detection0
Biased Representation Learning for Domain Adaptation0
Biber Redux: Reconsidering Dimensions of Variation in American English0
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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