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 301–350 of 1751 papers

TitleStatusHype
Diverse Deep Feature Ensemble Learning for Omni-Domain Generalized Person Re-identification—0
Aligned Divergent Pathways for Omni-Domain Generalized Person Re-Identification—0
In Search of Forgotten Domain Generalization—0
On the Generalization Properties of Deep Learning for Aircraft Fuel Flow Estimation Models—0
Adaptive High-Frequency Transformer for Diverse Wildlife Re-IdentificationCode1
QT-DoG: Quantization-aware Training for Domain GeneralizationCode1
Generalizing to any diverse distribution: uniformity, gentle finetuning and rebalancing—0
Fine-Tuning CLIP's Last Visual Projector: A Few-Shot CornucopiaCode1
Interpret Your Decision: Logical Reasoning Regularization for Generalization in Visual ClassificationCode0
DiffusionFake: Enhancing Generalization in Deepfake Detection via Guided Stable DiffusionCode2
FedStein: Enhancing Multi-Domain Federated Learning Through James-Stein EstimatorCode0
Parameter Competition Balancing for Model MergingCode1
Frequency-Based Federated Domain Generalization for Polyp SegmentationCode0
Identifying Knowledge Editing Types in Large Language ModelsCode0
Crafting Distribution Shifts for Validation and Training in Single Source Domain GeneralizationCode1
Exploring Language Model Generalization in Low-Resource Extractive QACode0
From One to the Power of Many: Invariance to Multi-LiDAR Perception from Single-Sensor Datasets—0
InterNet: Unsupervised Cross-modal Homography Estimation Based on Interleaved Modality Transfer and Self-supervised Homography PredictionCode1
Exploring Acoustic Similarity in Emotional Speech and Music via Self-Supervised Representations—0
Advancing Open-Set Domain Generalization Using Evidential Bi-Level Hardest Domain SchedulerCode0
Benchmarking Domain Generalization Algorithms in Computational PathologyCode0
AXCEL: Automated eXplainable Consistency Evaluation using LLMs—0
FedGCA: Global Consistent Augmentation Based Single-Source Federated Domain Generalization—0
Soft Segmented Randomization: Enhancing Domain Generalization in SAR-ATR for Synthetic-to-Measured—0
PromptTA: Prompt-driven Text Adapter for Source-free Domain GeneralizationCode1
Cross-Task Pretraining for Cross-Organ Cross-Scanner Adenocarcinoma Segmentation—0
Boosting Federated Domain Generalization: Understanding the Role of Advanced Pre-Trained Architectures—0
Learning to Generalize Unseen Domains via Multi-Source Meta Learning for Text Classification—0
Domain Generalization for Endoscopic Image Segmentation by Disentangling Style-Content Information and SuperPixel Consistency—0
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image SegmentationCode1
SFDA-rPPG: Source-Free Domain Adaptive Remote Physiological Measurement with Spatio-Temporal ConsistencyCode0
In-Context Learning of Linear Systems: Generalization Theory and Applications to Operator LearningCode0
Mixture of Prompt Learning for Vision Language Models—0
Integrating Audio Narrations to Strengthen Domain Generalization in Multimodal First-Person Action Recognition—0
Template-based Multi-Domain Face Recognition—0
Frequency Tracking Features for Data-Efficient Deep Siren IdentificationCode0
In-Situ Fine-Tuning of Wildlife Models in IoT-Enabled Camera Traps for Efficient Adaptation—0
Do Vision Foundation Models Enhance Domain Generalization in Medical Image Segmentation?Code1
Non-Invasive Glucose Prediction System Enhanced by Mixed Linear Models and Meta-Forests for Domain Generalization—0
Structure-Aware Single-Source Generalization with Pixel-Level Disentanglement for Joint Optic Disc and Cup SegmentationCode1
Predicting Critical Heat Flux with Uncertainty Quantification and Domain Generalization Using Conditional Variational Autoencoders and Deep Neural Networks—0
Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum SynthesisCode0
Swin Transformer for Robust Differentiation of Real and Synthetic Images: Intra- and Inter-Dataset Analysis—0
Dual-stream Feature Augmentation for Domain GeneralizationCode1
Towards Data-Centric Face Anti-Spoofing: Improving Cross-domain Generalization via Physics-based Data SynthesisCode0
Domain-Guided Weight Modulation for Semi-Supervised Domain GeneralizationCode0
Efficient LLM Context Distillation—0
Brain-Inspired Online Adaptation for Remote Sensing with Spiking Neural Network—0
Diffusion-Driven Data Replay: A Novel Approach to Combat Forgetting in Federated Class Continual LearningCode1
Causal Representation-Based Domain Generalization on Gaze Estimation—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