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 40514100 of 6439 papers

TitleStatusHype
CUDA-GHR: Controllable Unsupervised Domain Adaptation for Gaze and Head RedirectionCode0
Keypoint-Graph-Driven Learning Framework for Object Pose Estimation0
Spatio-temporal Contrastive Domain Adaptation for Action Recognition0
Transferable Query Selection for Active Domain Adaptation0
Uncertainty Reduction for Model Adaptation in Semantic Segmentation0
Partial Feature Selection and Alignment for Multi-Source Domain Adaptation0
Adversarial Invariant LearningCode0
On the Effectiveness of Poisoning against Unsupervised Domain Adaptation0
Cross-hospital Sepsis Early Detection via Semi-supervised Optimal Transport with Self-paced EnsembleCode0
Unsupervised Domain Adaptation for Dysarthric Speech Detection via Domain Adversarial Training and Mutual Information Minimization0
EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition 2021: Team M3EM Technical Report0
Gradual Domain Adaptation via Self-Training of Auxiliary Models0
Unsupervised Domain Adaptation with Variational Approximation for Cardiac Segmentation0
Domain Consistency Regularization for Unsupervised Multi-source Domain Adaptive Classification0
Domain Adaptive SiamRPN++ for Object Tracking in the Wild0
ASR Adaptation for E-commerce Chatbots using Cross-Utterance Context and Multi-Task Language Modeling0
Optimal Latent Vector Alignment for Unsupervised Domain Adaptation in Medical Image Segmentation0
Dynamic Gradient Aggregation for Federated Domain Adaptation0
Attention-based Domain Adaptation for Single Stage Detectors0
Graph Domain Adaptation: A Generative View0
Overcoming Domain Mismatch in Low Resource Sequence-to-Sequence ASR Models using Hybrid Generated Pseudotranscripts0
Automatic Analysis of the Emotional Content of Speech in Daylong Child-Centered Recordings from a Neonatal Intensive Care Unit0
Cross-Subject Domain Adaptation for Classifying Working Memory Load with Multi-Frame EEG Images0
Provable Adaptation across Multiway Domains via Representation Learning0
KRADA: Known-region-aware Domain Alignment for Open-set Domain Adaptation in Semantic SegmentationCode0
TOHAN: A One-step Approach towards Few-shot Hypothesis AdaptationCode0
Spectral Unsupervised Domain Adaptation for Visual Recognition0
Domain Transformer: Predicting Samples of Unseen, Future DomainsCode0
Linguistically Informed Masking for Representation Learning in the Patent DomainCode0
Gradual Domain Adaptation in the Wild:When Intermediate Distributions are AbsentCode0
AFAN: Augmented Feature Alignment Network for Cross-Domain Object Detection0
Cross-domain Contrastive Learning for Unsupervised Domain AdaptationCode0
Taxonomy of Machine Learning Safety: A Survey and Primer0
Neural Supervised Domain Adaptation by Augmenting Pre-trained Models with Random Units0
Spot the Difference: Detection of Topological Changes via Geometric AlignmentCode0
Predicting the Success of Domain Adaptation in Text Similarity0
Adversarial Semantic Hallucination for Domain Generalized Semantic SegmentationCode0
Frustratingly Easy Uncertainty Estimation for Distribution Shift0
SIGTYP 2021 Shared Task: Robust Spoken Language Identification0
Multi-Target Domain Adaptation with Collaborative Consistency Learning0
Semi-Supervised Domain Adaptation via Adaptive and Progressive Feature Alignment0
Domain Consensus Clustering for Universal Domain AdaptationCode0
A Survey on Deep Domain Adaptation for LiDAR Perception0
Self-Supervised Learning of Domain Invariant Features for Depth Estimation0
A Survey on Optimal Transport for Machine Learning: Theory and Applications0
Generalized Domain Adaptation0
Why be adversarial? Let's cooperate!: Cooperative Dataset Alignment via JSD Upper Bound0
Domain Adaptation for Facial Expression Classifier via Domain Discrimination and Gradient Reversal0
Using Confidential Data for Domain Adaptation of Neural Machine TranslationCode0
Semi-supervised Models are Strong Unsupervised Domain Adaptation Learners0
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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