SOTAVerified

Domain Generalization

The idea of Domain Generalization is to learn from one or multiple training domains, to extract a domain-agnostic model which can be applied to an unseen domain

Source: Diagram Image Retrieval using Sketch-Based Deep Learning and Transfer Learning

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–300 of 1751 papers

TitleStatusHype
QUOTA: Quantifying Objects with Text-to-Image Models for Any Domain—0
Actions and Objects Pathways for Domain Adaptation in Video Question Answering—0
OpenAD: Open-World Autonomous Driving Benchmark for 3D Object DetectionCode2
On the Generalization of Handwritten Text Recognition Models—0
TIDE: Training Locally Interpretable Domain Generalization Models Enables Test-time Correction—0
Style-Pro: Style-Guided Prompt Learning for Generalizable Vision-Language Models—0
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation—0
DATTA: Domain-Adversarial Test-Time Adaptation for Cross-Domain WiFi-Based Human Activity RecognitionCode1
MLDGG: Meta-Learning for Domain Generalization on Graphs—0
Fair Distillation: Teaching Fairness from Biased Teachers in Medical Imaging—0
CoSAM: Self-Correcting SAM for Domain Generalization in 2D Medical Image Segmentation—0
Federated Domain Generalization via Prompt Learning and AggregationCode0
Real-time Adapting Routing (RAR): Improving Efficiency Through Continuous Learning in Software Powered by Layered Foundation Models—0
LG-Gaze: Learning Geometry-aware Continuous Prompts for Language-Guided Gaze Estimation—0
Feature-Space Semantic Invariance: Enhanced OOD Detection for Open-Set Domain Generalization—0
DRIFTS: Optimizing Domain Randomization with Synthetic Data and Weight Interpolation for Fetal Brain Tissue Segmentation—0
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal MechanismsCode0
Prompt-Guided Internal States for Hallucination Detection of Large Language Models—0
In the Era of Prompt Learning with Vision-Language Models—0
WiFlexFormer: Efficient WiFi-Based Person-Centric SensingCode0
Domain Generalization for Cross-Receiver Radio Frequency Fingerprint Identification—0
Beyond Model Adaptation at Test Time: A SurveyCode1
Generalize or Detect? Towards Robust Semantic Segmentation Under Multiple Distribution ShiftsCode1
Navigating Distribution Shifts in Medical Image Analysis: A Survey—0
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization—0
Divergent Domains, Convergent Grading: Enhancing Generalization in Diabetic Retinopathy GradingCode0
Improving Domain Generalization in Self-supervised Monocular Depth Estimation via Stabilized Adversarial Training—0
MADOD: Generalizing OOD Detection to Unseen Domains via G-Invariance Meta-Learning—0
FEED: Fairness-Enhanced Meta-Learning for Domain Generalization—0
Is Multiple Object Tracking a Matter of Specialization?—0
Recovering Complete Actions for Cross-dataset Skeleton Action Recognition—0
CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic SegmentationCode2
PARDON: Privacy-Aware and Robust Federated Domain GeneralizationCode0
Unified Domain Generalization and Adaptation for Multi-View 3D Object Detection—0
Beyond Interpretability: The Gains of Feature Monosemanticity on Model RobustnessCode0
PaPaGei: Open Foundation Models for Optical Physiological SignalsCode2
Point-PRC: A Prompt Learning Based Regulation Framework for Generalizable Point Cloud AnalysisCode1
Anatomical 3D Style Transfer Enabling Efficient Federated Learning with Extremely Low Communication Costs—0
Prompt Diffusion Robustifies Any-Modality Prompt Learning—0
RARe: Retrieval Augmented Retrieval with In-Context ExamplesCode0
LFME: A Simple Framework for Learning from Multiple Experts in Domain GeneralizationCode0
DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text SummarizationCode0
START: A Generalized State Space Model with Saliency-Driven Token-Aware TransformationCode1
How Important are Data Augmentations to Close the Domain Gap for Object Detection in Orbit?—0
Towards Combating Frequency Simplicity-biased Learning for Domain GeneralizationCode0
Tackling domain generalization for out-of-distribution endoscopic imaging—0
Fine-Tuning Pre-trained Language Models for Robust Causal Representation Learning—0
Syn2Real Domain Generalization for Underwater Mine-like Object Detection Using Side-Scan Sonar—0
FedCCRL: Federated Domain Generalization with Cross-Client Representation LearningCode0
Distribution-aware Noisy-label Crack SegmentationCode0
Show:102550
← PrevPage 6 of 36Next →
All datasetsPACSVizWiz-ClassificationImageNet-COffice-HomeImageNet-AImageNet-RDomainNetVLCSTerraIncognitaGTA-to-Avg(Cityscapes,BDD,Mapillary)ImageNet-SketchGTA5 to Cityscapes

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SIMPLE+Average Accuracy99—Unverified
2PromptStyler (CLIP, ViT-L/14)Average Accuracy98.6—Unverified
3GMDG (RegNetY-16GF, SWAD)Average Accuracy97.9—Unverified
4D-Triplet(RegNetY-16GF)Average Accuracy97.6—Unverified
5MoA (OpenCLIP, ViT-B/16)Average Accuracy97.4—Unverified
6GMDG (e RegNetY-16GF)Average Accuracy97.3—Unverified
7PromptStyler (CLIP, ViT-B/16)Average Accuracy97.2—Unverified
8SPG (CLIP, ViT-B/16)Average Accuracy97—Unverified
9CAR-FT (CLIP, ViT-B/16)Average Accuracy96.8—Unverified
10MIRO (RegNetY-16GF, SWAD)Average Accuracy96.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-8/B-224Accuracy - Clean Images450—Unverified
2VOLO-D5Accuracy - All Images57.2—Unverified
3ConvNeXt-BAccuracy - All Images53.5—Unverified
4ResNeXt-101 32x16dAccuracy - All Images51.7—Unverified
5EfficientNet-B8 (advprop+autoaug)Accuracy - All Images50.5—Unverified
6EfficientNet-B7 (advprop+autoaug)Accuracy - All Images49.7—Unverified
7EfficientNet-B6 (advprop+autoaug)Accuracy - All Images49.6—Unverified
8EfficientNet-B5 (advprop+autoaug)Accuracy - All Images49.1—Unverified
9ViT-16/L-224Accuracy - All Images49—Unverified
10ResNet-50 (gn)Accuracy - All Images48.9—Unverified