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 501550 of 6439 papers

TitleStatusHype
Enhancing Financial Domain Adaptation of Language Models via Model Augmentation0
TLDR: Traffic Light Detection using Fourier Domain Adaptation in Hostile WeatheR0
Gradual Fine-Tuning with Graph Routing for Multi-Source Unsupervised Domain Adaptation0
Efficient Unsupervised Domain Adaptation Regression for Spatial-Temporal Air Quality Sensor Fusion0
Learning from Different Samples: A Source-free Framework for Semi-supervised Domain Adaptation0
Learning from Limited and Imperfect Data0
Feature Fusion Transferability Aware Transformer for Unsupervised Domain AdaptationCode1
Cross-Domain Transfer Learning using Attention Latent Features for Multi-Agent Trajectory Prediction0
Building an Efficient Multilingual Non-Profit IR System for the Islamic Domain Leveraging Multiprocessing Design in Rust0
Joint-Optimized Unsupervised Adversarial Domain Adaptation in Remote Sensing Segmentation with Prompted Foundation ModelCode0
Supporting Automated Fact-checking across Topics: Similarity-driven Gradual Topic Learning for Claim Detection0
Curriculum Learning for Few-Shot Domain Adaptation in CT-based Airway Tree Segmentation0
From Electrode to Global Brain: Integrating Multi- and Cross-Scale Brain Connections and Interactions Under Cross-Subject and Within-Subject Scenarios0
Anticipatory Understanding of Resilient Agriculture to Climate0
Zero-Shot Temporal Resolution Domain Adaptation for Spiking Neural Networks0
Enhancing Bronchoscopy Depth Estimation through Synthetic-to-Real Domain Adaptation0
In the Era of Prompt Learning with Vision-Language Models0
Progressive Multi-Level Alignments for Semi-Supervised Domain Adaptation SAR Target Recognition Using Simulated Data0
Controlling Human Shape and Pose in Text-to-Image Diffusion Models via Domain Adaptation0
Beyond Model Adaptation at Test Time: A SurveyCode1
From Pixels to Prose: Advancing Multi-Modal Language Models for Remote Sensing0
Multi-modal NeRF Self-Supervision for LiDAR Semantic Segmentation0
Personalized Continual EEG Decoding: Retaining and Transferring Knowledge0
Weakly supervised deep learning model with size constraint for prostate cancer detection in multiparametric MRI and generalization to unseen domains0
ROAD-Waymo: Action Awareness at Scale for Autonomous DrivingCode1
Generative AI-based Pipeline Architecture for Increasing Training Efficiency in Intelligent Weed Control Systems0
Schema Augmentation for Zero-Shot Domain Adaptation in Dialogue State Tracking0
Label Noise: Ignorance Is BlissCode0
From Web Data to Real Fields: Low-Cost Unsupervised Domain Adaptation for Agricultural Robots0
CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic SegmentationCode2
Unified Domain Generalization and Adaptation for Multi-View 3D Object Detection0
Revisiting Multi-Granularity Representation via Group Contrastive Learning for Unsupervised Vehicle Re-identification0
Unsupervised Modality Adaptation with Text-to-Image Diffusion Models for Semantic SegmentationCode1
Domain Adaptation with a Single Vision-Language EmbeddingCode2
Estimating Causal Effects of Text Interventions Leveraging LLMs0
Strada-LLM: Graph LLM for traffic prediction0
IndraEye: Infrared Electro-Optical UAV-based Perception Dataset for Robust Downstream TasksCode1
SPDIM: Source-Free Unsupervised Conditional and Label Shift Adaptation in EEG0
Personality Analysis from Online Short Video Platforms with Multi-domain AdaptationCode0
Resolving Domain Shift For Representations Of Speech In Non-Invasive Brain Recordings0
Fusion-then-Distillation: Toward Cross-modal Positive Distillation for Domain Adaptive 3D Semantic SegmentationCode1
Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty QuantificationCode0
Together We Can: Multilingual Automatic Post-Editing for Low-Resource LanguagesCode0
Adversarial Domain Adaptation for Metal Cutting Sound Detection: Leveraging Abundant Lab Data for Scarce Industry Data0
Leveraging the Domain Adaptation of Retrieval Augmented Generation Models for Question Answering and Reducing Hallucination0
ZIP-FIT: Embedding-Free Data Selection via Compression-Based Alignment0
Time and Frequency Synergy for Source-Free Time-Series Domain Adaptations0
Unsupervised Domain Adaptation for Action Recognition via Self-Ensembling and Conditional Embedding Alignment0
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains0
Prototype and Instance Contrastive Learning for Unsupervised Domain Adaptation in Speaker Verification0
Show:102550
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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
4CMKDAccuracy89Unverified
5PMTransAccuracy89Unverified
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
8DDAAccuracy88.9Unverified
9MEDMAccuracy88.9Unverified
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