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 20512100 of 6439 papers

TitleStatusHype
DIDA: Denoised Imitation Learning based on Domain Adaptation0
Gaussian-Smoothed Sliced Probability Divergences0
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation0
Learning Intersections of Halfspaces with Distribution Shift: Improved Algorithms and SQ Lower Bounds0
Multi-BERT: Leveraging Adapters and Prompt Tuning for Low-Resource Multi-Domain Adaptation0
Semi-Supervised Domain Adaptation for Wildfire DetectionCode0
Diffusion-Driven Domain Adaptation for Generating 3D Molecules0
Generating Faithful and Complete Hospital-Course Summaries from the Electronic Health Record0
3MOS: Multi-sources, Multi-resolutions, and Multi-scenes dataset for Optical-SAR image matchingCode0
Weakly-Supervised Cross-Domain Segmentation of Electron Microscopy with Sparse Point AnnotationCode0
Domain Generalizable Person Search Using Unreal Dataset0
Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning0
SelfReplay: Adapting Self-Supervised Sensory Models via Adaptive Meta-Task Replay0
CAT: Exploiting Inter-Class Dynamics for Domain Adaptive Object Detection0
Parsing All Adverse Scenes: Severity-Aware Semantic Segmentation with Mask-Enhanced Cross-Domain Consistency0
A Real-Time Framework for Domain-Adaptive Underwater Object Detection with Image Enhancement0
Moderating Illicit Online Image Promotion for Unsafe User-Generated Content Games Using Large Vision-Language ModelsCode0
Is Modularity Transferable? A Case Study through the Lens of Knowledge DistillationCode0
Safe and Robust Reinforcement Learning: Principles and Practice0
Fact Checking Beyond Training SetCode0
Particle identification with machine learning from incomplete data in the ALICE experiment0
Enhancing Neural Network Representations with Prior Knowledge-Based NormalizationCode0
GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation0
HPL-ESS: Hybrid Pseudo-Labeling for Unsupervised Event-based Semantic Segmentation0
A comparative analysis of embedding models for patent similarity0
Cross-domain Multi-modal Few-shot Object Detection via Rich TextCode0
Adversarially Masked Video Consistency for Unsupervised Domain Adaptation0
Enhancing Semi-supervised Domain Adaptation via Effective Target LabelingCode0
Augmented Reality based Simulated Data (ARSim) with multi-view consistency for AV perception networks0
Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive SegmentationCode0
CODA: A COst-efficient Test-time Domain Adaptation Mechanism for HAR0
Improving Λ Signal Extraction with Domain Adaptation via Normalizing Flows0
Clinical information extraction for Low-resource languages with Few-shot learning using Pre-trained language models and Prompting0
When Cars meet Drones: Hyperbolic Federated Learning for Source-Free Domain Adaptation in Adverse WeatherCode0
ZoDi: Zero-Shot Domain Adaptation with Diffusion-Based Image TransferCode0
KunquDB: An Attempt for Speaker Verification in the Chinese Opera ScenarioCode0
PARAMANU-AYN: Pretrain from scratch or Continual Pretraining of LLMs for Legal Domain Adaptation?0
High-confidence pseudo-labels for domain adaptation in COVID-19 detection0
Instance-Warp: Saliency Guided Image Warping for Unsupervised Domain AdaptationCode0
Semantics, Distortion, and Style Matter: Towards Source-free UDA for Panoramic Segmentation0
PCT: Perspective Cue Training Framework for Multi-Camera BEV Segmentation0
Confusing Pair Correction Based on Category Prototype for Domain Adaptation under Noisy EnvironmentsCode0
Domain Adaptation Using Pseudo Labels for COVID-19 Detection0
COVID-19 detection from pulmonary CT scans using a novel EfficientNet with attention mechanismCode0
OurDB: Ouroboric Domain Bridging for Multi-Target Domain Adaptive Semantic Segmentation0
Optimal Transport for Domain Adaptation through Gaussian Mixture ModelsCode0
A Systematic Review of Generalization Research in Medical Image Classification0
Ensembling and Test Augmentation for Covid-19 Detection and Covid-19 Domain Adaptation from 3D CT-Scans0
Diffusion and Multi-Domain Adaptation Methods for Eosinophil Segmentation0
Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class BiasCode0
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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