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

Showing 16011650 of 1751 papers

TitleStatusHype
Generalized Face Anti-spoofing via Finer Domain Partition and Disentangling Liveness-irrelevant FactorsCode0
PathoWAve: A Deep Learning-based Weight Averaging Method for Improving Domain Generalization in Histopathology ImagesCode0
Generalized Adaptive Transfer Network: Enhancing Transfer Learning in Reinforcement Learning Across DomainsCode0
AutoAugment: Learning Augmentation Strategies From DataCode0
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal MechanismsCode0
Discriminative Adversarial Domain Generalization with Meta-learning based Cross-domain ValidationCode0
Gated Domain Units for Multi-source Domain GeneralizationCode0
Towards Label-Efficient Human Matting: A Simple Baseline for Weakly Semi-Supervised Trimap-Free Human MattingCode0
StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-AttentionCode0
FS-BAN: Born-Again Networks for Domain Generalization Few-Shot ClassificationCode0
Discrete Representations Strengthen Vision Transformer RobustnessCode0
FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote SensingCode0
Direct-Effect Risk Minimization for Domain GeneralizationCode0
Frequency Tracking Features for Data-Efficient Deep Siren IdentificationCode0
Frequency-Based Federated Domain Generalization for Polyp SegmentationCode0
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary EnvironmentCode0
A Study on Domain Generalization for Failure Detection through Human Reactions in HRICode0
Forensic Histopathological Recognition via a Context-Aware MIL Network Powered by Self-Supervised Contrastive LearningCode0
PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space ModelCode0
Diffusion-Based Adaptation for Classification of Unknown Degraded ImagesCode0
Foreground-Aware Stylization and Consensus Pseudo-Labeling for Domain Adaptation of First-Person Hand SegmentationCode0
Structure-Aware Stylized Image Synthesis for Robust Medical Image SegmentationCode0
Assessing out-of-domain generalization for robust building damage detectionCode0
Student Becomes Decathlon Master in Retinal Vessel Segmentation via Dual-teacher Multi-target Domain AdaptationCode0
Unsupervised Domain Generalization for Person Re-identification: A Domain-specific Adaptive FrameworkCode0
PracticalDG: Perturbation Distillation on Vision-Language Models for Hybrid Domain GeneralizationCode0
DGM-DR: Domain Generalization with Mutual Information Regularized Diabetic Retinopathy ClassificationCode0
Descriptor and Word Soups: Overcoming the Parameter Efficiency Accuracy Tradeoff for Out-of-Distribution Few-shot LearningCode0
Style Interleaved Learning for Generalizable Person Re-identificationCode0
Predicting Practically? Domain Generalization for Predictive Analytics in Real-world EnvironmentsCode0
Focus on the Common Good: Group Distributional Robustness FollowsCode0
A separability-based approach to quantifying generalization: which layer is best?Code0
Deep Spatial Domain GeneralizationCode0
Preserving privacy in domain transfer of medical AI models comes at no performance costs: The integral role of differential privacyCode0
Deep Shape MatchingCode0
Fisher Discriminant Triplet and Contrastive Losses for Training Siamese NetworksCode0
A Cross-Domain Transferable Neural Coherence ModelCode0
PARDON: Privacy-Aware and Robust Federated Domain GeneralizationCode0
Probing the Robustness of Pre-trained Language Models for Entity MatchingCode0
Artifact-Based Domain Generalization of Skin Lesion ModelsCode0
Fine-Grained Domain Generalization with Feature StructuralizationCode0
Style Variable and Irrelevant Learning for Generalizable Person Re-identificationCode0
A review of domain adaptation without target labelsCode0
Prompt Agnostic Essay Scorer: A Domain Generalization Approach to Cross-prompt Automated Essay ScoringCode0
Prompt-based Learning for Text Readability AssessmentCode0
Robust Novelty Detection through Style-Conscious Feature RankingCode0
Deep neural networks for choice analysis: Enhancing behavioral regularity with gradient regularizationCode0
Deep Multimodal Fusion for Generalizable Person Re-identificationCode0
Finding Competence Regions in Domain GeneralizationCode0
FEDTAIL: Federated Long-Tailed Domain Generalization with Sharpness-Guided Gradient MatchingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SIMPLE+Average Accuracy99Unverified
2PromptStyler (CLIP, ViT-L/14)Average Accuracy98.6Unverified
3GMDG (RegNetY-16GF, SWAD)Average Accuracy97.9Unverified
4D-Triplet(RegNetY-16GF)Average Accuracy97.6Unverified
5MoA (OpenCLIP, ViT-B/16)Average Accuracy97.4Unverified
6GMDG (e RegNetY-16GF)Average Accuracy97.3Unverified
7PromptStyler (CLIP, ViT-B/16)Average Accuracy97.2Unverified
8SPG (CLIP, ViT-B/16)Average Accuracy97Unverified
9CAR-FT (CLIP, ViT-B/16)Average Accuracy96.8Unverified
10MIRO (RegNetY-16GF, SWAD)Average Accuracy96.8Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-8/B-224Accuracy - Clean Images450Unverified
2VOLO-D5Accuracy - All Images57.2Unverified
3ConvNeXt-BAccuracy - All Images53.5Unverified
4ResNeXt-101 32x16dAccuracy - All Images51.7Unverified
5EfficientNet-B8 (advprop+autoaug)Accuracy - All Images50.5Unverified
6EfficientNet-B7 (advprop+autoaug)Accuracy - All Images49.7Unverified
7EfficientNet-B6 (advprop+autoaug)Accuracy - All Images49.6Unverified
8EfficientNet-B5 (advprop+autoaug)Accuracy - All Images49.1Unverified
9ViT-16/L-224Accuracy - All Images49Unverified
10ResNet-50 (gn)Accuracy - All Images48.9Unverified