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 17011750 of 6439 papers

TitleStatusHype
Unsupervised Vehicle Re-Identification Based on Cross-Style Semi-Supervised Pre-Training and Feature Cross-Division0
Generating Reliable Pixel-Level Labels for Source Free Domain Adaptation0
SAM-DA: UAV Tracks Anything at Night with SAM-Powered Domain AdaptationCode1
Augmenting Deep Learning Adaptation for Wearable Sensor Data through Combined Temporal-Frequency Image Encoding0
Pay Attention to the Atlas: Atlas-Guided Test-Time Adaptation Method for Robust 3D Medical Image Segmentation0
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene SegmentationCode0
SMILE: Evaluation and Domain Adaptation for Social Media Language Understanding0
Multimodal Prompt Retrieval for Generative Visual Question AnsweringCode1
LMBot: Distilling Graph Knowledge into Language Model for Graph-less Deployment in Twitter Bot DetectionCode1
Cross-Inferential Networks for Source-free Unsupervised Domain Adaptation0
Real-Time Fully Unsupervised Domain Adaptation for Lane Detection in Autonomous Driving0
Length of Stay prediction for Hospital Management using Domain Adaptation0
Prompt Ensemble Self-training for Open-Vocabulary Domain Adaptation0
CLANet: A Comprehensive Framework for Cross-Batch Cell Line Identification Using Brightfield ImagesCode0
Efficient and Multiply Robust Risk Estimation under General Forms of Dataset Shift0
Lifelong Change Detection: Continuous Domain Adaptation for Small Object Change Detection in Every Robot Navigation0
Land Cover Segmentation with Sparse Annotations from Sentinel-2 ImageryCode1
Prompting Large Language Models for Zero-Shot Domain Adaptation in Speech Recognition0
Hyper-parameter Adaptation of Conformer ASR Systems for Elderly and Dysarthric Speech Recognition0
A denoised Mean Teacher for domain adaptive point cloud registrationCode0
Pseudo-Trilateral Adversarial Training for Domain Adaptive Traversability Prediction0
Cross-domain Recommender Systems via Multimodal Domain Adaptation0
Variational Counterfactual Prediction under Runtime Domain Corruption0
Super-Resolution of BVOC Emission Maps Via Domain AdaptationCode0
EEG Decoding for Datasets with Heterogenous Electrode Configurations using Transfer Learning Graph Neural Networks0
Synthetic optical coherence tomography angiographs for detailed retinal vessel segmentation without human annotationsCode1
Hyperbolic Active Learning for Semantic Segmentation under Domain ShiftCode1
Conditional Text Image Generation with Diffusion Models0
SURT 2.0: Advances in Transducer-based Multi-talker Speech RecognitionCode0
Multilingual Multiword Expression Identification Using Lateral Inhibition and Domain Adaptation0
Enhancing Visual Domain Adaptation with Source Preparation0
DisasterNets: Embedding Machine Learning in Disaster MappingCode0
UTOPIA: Unconstrained Tracking Objects without Preliminary Examination via Cross-Domain Adaptation0
Building blocks for complex tasks: Robust generative event extraction for radiology reports under domain shifts0
Differentially Private Domain Adaptation with Theoretical Guarantees0
Contrast, Stylize and Adapt: Unsupervised Contrastive Learning Framework for Domain Adaptive Semantic SegmentationCode1
Stochastic Re-weighted Gradient Descent via Distributionally Robust Optimization0
A Client-server Deep Federated Learning for Cross-domain Surgical Image SegmentationCode0
Research on an improved Conformer end-to-end Speech Recognition Model with R-Drop Structure0
OT-Net: A Reusable Neural Optimal Transport Solver0
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation0
Taxonomy-Structured Domain AdaptationCode1
Online Prototype Alignment for Few-shot Policy TransferCode0
In-context Cross-Density Adaptation on Noisy Mammogram Abnormalities Detection0
QUERT: Continual Pre-training of Language Model for Query Understanding in Travel Domain SearchCode1
Partial Identifiability for Domain Adaptation0
LCT-1 at SemEval-2023 Task 10: Pre-training and Multi-task Learning for Sexism Detection and ClassificationCode0
Toward more accurate and generalizable brain deformation estimators for traumatic brain injury detection with unsupervised domain adaptation0
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image SegmentationCode1
Unsupervised Cross-Domain Soft Sensor Modelling via Deep Physics-Inspired Particle Flow Bayes0
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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