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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 951–1000 of 1751 papers

TitleStatusHype
CLIP-Gaze: Towards General Gaze Estimation via Visual-Linguistic Model—0
Overcoming Data Inequality across Domains with Semi-Supervised Domain Generalization—0
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation—0
MMoE: Robust Spoiler Detection with Multi-modal Information and Domain-aware Mixture-of-Experts—0
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated LearningCode0
X-Shot: A Unified System to Handle Frequent, Few-shot and Zero-shot Learning Simultaneously in ClassificationCode0
DomainVerse: A Benchmark Towards Real-World Distribution Shifts For Tuning-Free Adaptive Domain Generalization—0
DIGIC: Domain Generalizable Imitation Learning by Causal Discovery—0
Out-of-Domain Generalization in Dynamical Systems ReconstructionCode0
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization—0
DANSK and DaCy 2.6.0: Domain Generalization of Danish Named Entity Recognition—0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet GuidanceCode0
ArcSin: Adaptive ranged cosine Similarity injected noise for Language-Driven Visual Tasks—0
StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-AttentionCode0
GS-EMA: Integrating Gradient Surgery Exponential Moving Average with Boundary-Aware Contrastive Learning for Enhanced Domain Generalization in Aneurysm SegmentationCode0
Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented CalibrationCode0
Domain Generalization via Causal Adjustment for Cross-Domain Sentiment Analysis—0
Assessing generalization capability of text ranking models in Polish—0
A synthetic data approach for domain generalization of NLI models—0
Reducing Texture Bias of Deep Neural Networks via Edge Enhancing DiffusionCode0
Quantified Task Misalignment to Inform PEFT: An Exploration of Domain Generalization and Catastrophic Forgetting in CLIP—0
MetaTra: Meta-Learning for Generalized Trajectory Prediction in Unseen Domain—0
Generalizing across Temporal Domains with Koopman Operators—0
Hypernetwork-Driven Model Fusion for Federated Domain Generalization—0
Domain Generalization with Small Data—0
Beyond DAGs: A Latent Partial Causal Model for Multimodal Learning—0
Multisource Semisupervised Adversarial Domain Generalization Network for Cross-Scene Sea-Land Clutter Classification—0
Improving Cross-Domain Low-Resource Text Generation through LLM Post-Editing: A Programmer-Interpreter Approach—0
Text or Image? What is More Important in Cross-Domain Generalization Capabilities of Hate Meme Detection Models?—0
Multimodal Unsupervised Domain Generalization by Retrieving Across the Modality GapCode0
Causal Feature Selection for Responsible Machine Learning—0
SLYKLatent: A Learning Framework for Gaze Estimation Using Deep Facial Feature Learning—0
Instance Paradigm Contrastive Learning for Domain Generalization—0
Understanding Domain Generalization: A Noise Robustness PerspectiveCode0
SAGE-HB: Swift Adaptation and Generalization in Massive MIMO Hybrid Beamforming—0
HCVP: Leveraging Hierarchical Contrastive Visual Prompt for Domain Generalization—0
Enhancing Evolving Domain Generalization through Dynamic Latent Representations—0
Decoupled Prototype Learning for Reliable Test-Time Adaptation—0
Adapting Large Language Models for Document-Level Machine Translation—0
Learning Generalizable Models via Disentangling Spurious and Enhancing Potential Correlations—0
Any-Way Meta Learning—0
Meta-forests: Domain generalization on random forests with meta-learning—0
InvariantOODG: Learning Invariant Features of Point Clouds for Out-of-Distribution Generalization—0
Preserving Silent Features for Domain Generalization—0
Multi-Source Collaborative Gradient Discrepancy Minimization for Federated Domain Generalization—0
Distillation-based fabric anomaly detectionCode0
Few-shot Adaptation of Multi-modal Foundation Models: A Survey—0
Rethinking Generalizable Face Anti-spoofing via Hierarchical Prototype-guided Distribution Refinement in Hyperbolic Space—0
Disentangled Prompt Representation for Domain Generalization—0
Improving Intrusion Detection with Domain-Invariant Representation Learning in Latent Space—0
Show:102550
← PrevPage 20 of 36Next →
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