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

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Showing 1051–1100 of 1751 papers

TitleStatusHype
Learning to Augment via Implicit Differentiation for Domain Generalization—0
Multi-Domain Long-Tailed Learning by Augmenting Disentangled RepresentationsCode0
Toward domain generalized pruning by scoring out-of-distribution importance—0
MetaFormer Baselines for VisionCode3
Cross-domain Generalization for AMR ParsingCode1
Augmenting Multi-Turn Text-to-SQL Datasets with Self-PlayCode1
Domain generalization Person Re-identification on Attention-aware multi-operation strategery—0
Intra-Source Style Augmentation for Improved Domain GeneralizationCode1
ODG-Q: Robust Quantization via Online Domain Generalization—0
PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base PopulationCode1
Mix and Reason: Reasoning over Semantic Topology with Data Mixing for Domain Generalization—0
M2D2: A Massively Multi-domain Language Modeling DatasetCode1
Unified Vision and Language Prompt LearningCode1
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners—0
Attention Diversification for Domain GeneralizationCode1
Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport—0
Constrained Maximum Cross-Domain Likelihood for Domain Generalization—0
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-ExpertsCode1
Domain Generalization via Contrastive Causal Learning—0
TripleE: Easy Domain Generalization via Episodic ReplayCode0
Deep Spatial Domain GeneralizationCode0
Federated Domain Generalization for Image Recognition via Cross-Client Style TransferCode1
Probing the Robustness of Pre-trained Language Models for Entity MatchingCode0
Domain Generalization for Text Classification with Memory-Based Supervised Contrastive LearningCode0
Towards Robust Neural Retrieval with Source Domain Synthetic Pre-Finetuning—0
Domain Generalization -- A Causal Perspective—0
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo LabelsCode0
Generalizability of Adversarial Robustness Under Distribution Shifts—0
Domain-Unified Prompt Representations for Source-Free Domain GeneralizationCode1
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations—0
Learning Gradient-based Mixup towards Flatter Minima for Domain Generalization—0
Ani-GIFs: A benchmark dataset for domain generalization of action recognition from GIFs—0
End-to-End Lyrics Recognition with Self-supervised Learning—0
A Comprehensive Review of Trends, Applications and Challenges In Out-of-Distribution Detection—0
Generalized Parametric Contrastive LearningCode2
AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization—0
Generalizing through Forgetting -- Domain Generalization for Symptom Event Extraction in Clinical Notes—0
High-resolution synthesis of high-density breast mammograms: Application to improved fairness in deep learning based mass detectionCode1
Bootstrap Generalization Ability from Loss Landscape PerspectiveCode0
Mitigating Both Covariate and Conditional Shift for Domain Generalization—0
Enhance the Visual Representation via Discrete Adversarial TrainingCode0
Robust Ensemble Morph Detection with Domain Generalization—0
A Continual Development Methodology for Large-scale Multitask Dynamic ML SystemsCode0
On-Device Domain GeneralizationCode2
Style Variable and Irrelevant Learning for Generalizable Person Re-identificationCode0
T-NER: An All-Round Python Library for Transformer-based Named Entity RecognitionCode2
PoliTO-IIT-CINI Submission to the EPIC-KITCHENS-100 Unsupervised Domain Adaptation Challenge for Action Recognition—0
FETA: Towards Specializing Foundation Models for Expert Task ApplicationsCode1
Language-aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification—0
Domain Generalization for Prostate Segmentation in Transrectal Ultrasound Images: A Multi-center StudyCode1
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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