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 901–950 of 1751 papers

TitleStatusHype
All in One Framework for Multimodal Re-identification in the Wild—0
Improving Domain Generalization on Gaze Estimation via Branch-out Auxiliary Regularization—0
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset GenerationCode0
A separability-based approach to quantifying generalization: which layer is best?Code0
Transitive Vision-Language Prompt Learning for Domain Generalization—0
Mitigating False Predictions In Unreasonable Body Regions—0
Deep neural networks for choice analysis: Enhancing behavioral regularity with gradient regularizationCode0
DSDRNet: Disentangling Representation and Reconstruct Network for Domain Generalization—0
Dynamic Proxy Domain Generalizes the Crowd Localization by Better Binary SegmentationCode0
IMO: Greedy Layer-Wise Sparse Representation Learning for Out-of-Distribution Text Classification with Pre-trained ModelsCode0
Federated Transfer Learning with Task Personalization for Condition Monitoring in Ultrasonic Metal Welding—0
Single-temporal Supervised Remote Change Detection for Domain Generalization—0
Multimodal 3D Object Detection on Unseen Domains—0
OmniSSR: Zero-shot Omnidirectional Image Super-Resolution using Stable Diffusion Model—0
SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint—0
PracticalDG: Perturbation Distillation on Vision-Language Models for Hybrid Domain GeneralizationCode0
PromptSync: Bridging Domain Gaps in Vision-Language Models through Class-Aware Prototype Alignment and Discrimination—0
UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather—0
Soft-Prompting with Graph-of-Thought for Multi-modal Representation LearningCode0
Vision transformers in domain adaptation and domain generalization: a study of robustness—0
Domain Generalization through Meta-Learning: A Survey—0
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images—0
FAIRM: Learning invariant representations for algorithmic fairness and domain generalization with minimax optimalityCode0
Semantic Augmentation in Images using Language—0
Incorporating Domain Differential Equations into Graph Convolutional Networks to Lower Generalization Discrepancy—0
Towards Label-Efficient Human Matting: A Simple Baseline for Weakly Semi-Supervised Trimap-Free Human MattingCode0
From Robustness to Improved Generalization and Calibration in Pre-trained Language Models—0
Domain Generalizable Person Search Using Unreal Dataset—0
Test-Time Domain Generalization for Face Anti-Spoofing—0
Multi-channel Time Series Decomposition Network For Generalizable Sensor-Based Activity Recognition—0
Dual Instruction Tuning with Large Language Models for Mathematical Reasoning—0
Using Domain Knowledge to Guide Dialog Structure Induction via Neural Probabilistic Soft Logic—0
EAGLE: A Domain Generalization Framework for AI-generated Text Detection—0
RetiGen: A Framework for Generalized Retinal Diagnosis Using Multi-View Fundus ImagesCode0
Efficiently Assemble Normalization Layers and Regularization for Federated Domain Generalization—0
CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing—0
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image SegmentationCode0
A Systematic Review of Generalization Research in Medical Image Classification—0
Multi-Relational Graph Neural Network for Out-of-Domain Link Prediction—0
V2X-DGW: Domain Generalization for Multi-agent Perception under Adverse Weather Conditions—0
Bidirectional Multi-Step Domain Generalization for Visible-Infrared Person Re-Identification—0
ConDiSR: Contrastive Disentanglement and Style Regularization for Single Domain GeneralizationCode0
A Causal Inspired Early-Branching Structure for Domain GeneralizationCode0
Unknown Domain Inconsistency Minimization for Domain GeneralizationCode0
On the Consideration of AI Openness: Can Good Intent Be Abused?—0
DiPrompT: Disentangled Prompt Tuning for Multiple Latent Domain Generalization in Federated Learning—0
Advancing Generalizable Remote Physiological Measurement through the Integration of Explicit and Implicit Prior KnowledgeCode0
Interpreting What Typical Fault Signals Look Like via Prototype-matching—0
A Study on Domain Generalization for Failure Detection through Human Reactions in HRICode0
Domain Adversarial Active Learning for Domain Generalization Classification—0
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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