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 501550 of 1751 papers

TitleStatusHype
Unlocking Emergent Modularity in Large Language ModelsCode1
Domain Generalization for Medical Imaging Classification with Linear-Dependency RegularizationCode1
Multi-View Spatial-Temporal Graph Convolutional Networks with Domain Generalization for Sleep Stage ClassificationCode1
Domain Generalization for Person Re-identification: A Survey Towards Domain-Agnostic Person MatchingCode1
Domain Generalization for Prostate Segmentation in Transrectal Ultrasound Images: A Multi-center StudyCode1
Neuron Structure Modeling for Generalizable Remote Physiological MeasurementCode1
On Multi-Domain Long-Tailed Recognition, Imbalanced Domain Generalization and BeyondCode1
Panoramic Out-of-Distribution SegmentationCode1
Pixel-in-Pixel Net: Towards Efficient Facial Landmark Detection in the WildCode1
Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative TrainingCode1
Regularizing Meta-Learning via Gradient DropoutCode1
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical ImagingCode1
Domain Generalization via Rationale InvarianceCode1
HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic SegmentationCode1
Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-SpoofingCode1
NAS-OoD: Neural Architecture Search for Out-of-Distribution GeneralizationCode1
Domain-Generalized Face Anti-Spoofing with Unknown AttacksCode1
NaturalProofs: Mathematical Theorem Proving in Natural LanguageCode1
Domain-Specific Risk Minimization for Out-of-Distribution GeneralizationCode1
NICO++: Towards Better Benchmarking for Domain GeneralizationCode1
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image SegmentationCode0
Domain Generalization for Text Classification with Memory-Based Supervised Contrastive LearningCode0
MVDG: A Unified Multi-view Framework for Domain GeneralizationCode0
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature PerturbationCode0
Modularity Trumps Invariance for Compositional RobustnessCode0
Certifying Out-of-Domain Generalization for Blackbox FunctionsCode0
A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet CategoriesCode0
Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented CalibrationCode0
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality GapCode0
Mitigating Label Noise using Prompt-Based Hyperbolic Meta-Learning in Open-Set Domain GeneralizationCode0
Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge DistillationCode0
Adaptive Texture Filtering for Single-Domain Generalized SegmentationCode0
Meta-Reasoning: Semantics-Symbol Deconstruction for Large Language ModelsCode0
Domain Generalization by Solving Jigsaw PuzzlesCode0
Domain Generalization by Rejecting Extreme AugmentationsCode0
Domain Generalization by Solving Jigsaw PuzzlesCode0
Meta Distribution Alignment for Generalizable Person Re-IdentificationCode0
Domain Generalization by Marginal Transfer LearningCode0
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum SynthesisCode0
Domain Generalization by Functional RegressionCode0
Mind the Gap: Federated Learning Broadens Domain Generalization in Diagnostic AI ModelsCode0
MuDPT: Multi-modal Deep-symphysis Prompt Tuning for Large Pre-trained Vision-Language ModelsCode0
Domain-Generalizable Multiple-Domain ClusteringCode0
Magnification Generalization for Histopathology Image EmbeddingCode0
LFME: A Simple Framework for Learning from Multiple Experts in Domain GeneralizationCode0
1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification TrackCode0
Leveraging Vision-Language Models for Visual Grounding and Analysis of Automotive UICode0
Domain-Expanded ASTE: Rethinking Generalization in Aspect Sentiment Triplet ExtractionCode0
CAMME: Adaptive Deepfake Image Detection with Multi-Modal Cross-AttentionCode0
CAM-Convs: Camera-Aware Multi-Scale Convolutions for Single-View DepthCode0
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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