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 351–400 of 1751 papers

TitleStatusHype
HPT++: Hierarchically Prompting Vision-Language Models with Multi-Granularity Knowledge Generation and Improved Structure ModelingCode2
PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space ModelCode0
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei SegmentationCode1
Task-level Distributionally Robust Optimization for Large Language Model-based Dense RetrievalCode1
MePT: Multi-Representation Guided Prompt Tuning for Vision-Language Model—0
Learning Fair Invariant Representations under Covariate and Correlation Shifts Simultaneously—0
StylePrompter: Enhancing Domain Generalization with Test-Time Style Priors—0
Cross-Species Data Integration for Enhanced Layer Segmentation in Kidney PathologyCode0
Zero-shot 3D Segmentation of Abdominal Organs in CT Scans Using Segment Anything Model 2: Adapting Video Tracking Capabilities for 3D Medical Imaging—0
Robust Domain Generalization for Multi-modal Object Recognition—0
CROCODILE: Causality aids RObustness via COntrastive DIsentangled LEarningCode0
Zero-shot Factual Consistency Evaluation Across DomainsCode0
Mixstyle-Entropy: Domain Generalization with Causal Intervention and PerturbationCode0
PushPull-Net: Inhibition-driven ResNet robust to image corruptionsCode0
Synthesizing Text-to-SQL Data from Weak and Strong LLMs—0
Lesion Elevation Prediction from Skin Images Improves DiagnosisCode0
AMAES: Augmented Masked Autoencoder Pretraining on Public Brain MRI Data for 3D-Native SegmentationCode1
ControlMLLM: Training-Free Visual Prompt Learning for Multimodal Large Language ModelsCode3
Model Attribution in LLM-Generated Disinformation: A Domain Generalization Approach with Supervised Contrastive Learning—0
VolDoGer: LLM-assisted Datasets for Domain Generalization in Vision-Language Tasks—0
Reducing Spurious Correlation for Federated Domain Generalization—0
Boosting Cross-Domain Point Classification via Distilling Relational Priors from 2D TransformersCode0
Learning Spectral-Decomposed Tokens for Domain Generalized Semantic SegmentationCode0
Weighted Risk Invariance: Domain Generalization under Invariant Feature ShiftCode0
Domain Generalized Recaptured Screen Image Identification Using SWIN Transformer—0
TADA: Temporal Adversarial Data Augmentation for Time Series Data—0
Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain GeneralizationCode0
FedPartWhole: Federated domain generalization via consistent part-whole hierarchies—0
Universal Medical Imaging Model for Domain Generalization with Data Privacy—0
RoIPoly: Vectorized Building Outline Extraction Using Vertex and Logit Embeddings—0
Double Gradient Reversal Network for Single-Source Domain Generalization in Multi-mode Fault Diagnosis—0
RAG-QA Arena: Evaluating Domain Robustness for Long-form Retrieval Augmented Question AnsweringCode2
CoAPT: Context Attribute words for Prompt Tuning—0
CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent DataCode0
GDDS: A Single Domain Generalized Defect Detection Frame of Open World Scenario using Gather and Distribute Domain-shift Suppression Network—0
Fully Test-Time rPPG Estimation via Synthetic Signal-Guided Feature Learning—0
Temporal Representation Learning for Stock Similarities and Its Applications in Investment Management—0
The Devil is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image SegmentationCode1
Antibody DomainBed: Out-of-Distribution Generalization in Therapeutic Protein Design—0
Domain Generalization for 6D Pose Estimation Through NeRF-based Image Synthesis—0
Multiple data sources and domain generalization learning method for road surface defect classification—0
Textual Query-Driven Mask Transformer for Domain Generalized SegmentationCode1
DG-PIC: Domain Generalized Point-In-Context Learning for Point Cloud Understanding—0
Feature Diversification and Adaptation for Federated Domain Generalization—0
Enhancing Robustness of Vision-Language Models through Orthogonality Learning and Self-Regularization—0
On the Universal Truthfulness Hyperplane Inside LLMsCode0
NODE-Adapter: Neural Ordinary Differential Equations for Better Vision-Language Reasoning—0
Generalized Face Anti-spoofing via Finer Domain Partition and Disentangling Liveness-irrelevant FactorsCode0
S&D Messenger: Exchanging Semantic and Domain Knowledge for Generic Semi-Supervised Medical Image Segmentation—0
Disentangling Masked Autoencoders for Unsupervised Domain GeneralizationCode1
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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