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 501–550 of 1751 papers

TitleStatusHype
Feature Alignment and Uniformity for Test Time AdaptationCode1
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous DrivingCode1
Domain Generalization for Object Recognition with Multi-task AutoencodersCode1
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
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIPCode1
FETA: Towards Specializing Foundation Models for Expert Task ApplicationsCode1
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual NormalizationCode1
GAPartNet: Cross-Category Domain-Generalizable Object Perception and Manipulation via Generalizable and Actionable PartsCode1
Domain Generalization Strategy to Train Classifiers Robust to Spatial-Temporal ShiftCode1
HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic SegmentationCode1
ITSA: An Information-Theoretic Approach to Automatic Shortcut Avoidance and Domain Generalization in Stereo Matching NetworksCode1
Feature Stylization and Domain-aware Contrastive Learning for Domain GeneralizationCode1
FedBR: Improving Federated Learning on Heterogeneous Data via Local Learning Bias ReductionCode1
Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-ExpertsCode1
Federated Domain Generalization for Image Recognition via Cross-Client Style TransferCode1
Federated Unsupervised Domain Generalization using Global and Local Alignment of GradientsCode1
FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack DetectionCode1
PureGaze: Purifying Gaze Feature for Generalizable Gaze EstimationCode1
Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and EvaluationCode1
Domain Generalization Guided by Gradient Signal to Noise Ratio of Parameters—0
Chain of Thought Prompt Tuning in Vision Language Models—0
Domain Generalization for Robust Model-Based Offline Reinforcement Learning—0
Chain-of-Thought Prompt Distillation for Multimodal Named Entity Recognition and Multimodal Relation Extraction—0
Ani-GIFs: A benchmark dataset for domain generalization of action recognition from GIFs—0
Domain generalization for retinal vessel segmentation via Hessian-based vector field—0
Chain-of-Thought Matters: Improving Long-Context Language Models with Reasoning Path Supervision—0
CFPL-FAS: Class Free Prompt Learning for Generalizable Face Anti-spoofing—0
Exploring the Impact of Synthetic Data for Aerial-view Human Detection—0
Domain Generalization for Medical Image Analysis: A Review—0
Angular Visual Hardness—0
Domain Generalization for Mammographic Image Analysis with Contrastive Learning—0
Center-aware Adversarial Augmentation for Single Domain Generalization—0
Domain Generalization for In-Orbit 6D Pose Estimation—0
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency—0
Domain Generalization for Domain-Linked Classes—0
Domain Generalization for Cross-Receiver Radio Frequency Fingerprint Identification—0
CEC-Zero: Chinese Error Correction Solution Based on LLM—0
Exploring Graph-Transformer Out-of-Distribution Generalization Abilities—0
Causal Representation-Based Domain Generalization on Gaze Estimation—0
Domain Generalization for Activity Recognition via Adaptive Feature Fusion—0
An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers—0
Domain Generalization for 6D Pose Estimation Through NeRF-based Image Synthesis—0
Domain Generalization Emerges from Dreaming—0
Domain Generalization Deep Graph Transformation—0
Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation—0
AdapTraj: A Multi-Source Domain Generalization Framework for Multi-Agent Trajectory Prediction—0
Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning—0
Explore and Exploit the Diverse Knowledge in Model Zoo for Domain Generalization—0
Causality-inspired Latent Feature Augmentation for Single Domain Generalization—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