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 1351–1400 of 1751 papers

TitleStatusHype
Towards Effective Semantic OOD Detection in Unseen Domains: A Domain Generalization Perspective—0
Towards Generalizable Person Re-identification with a Bi-stream Generative Model—0
Towards Generalization on Real Domain for Single Image Dehazing via Meta-Learning—0
Towards Hardware Supported Domain Generalization in DNN-Based Edge Computing Devices for Health Monitoring—0
Towards Optimization and Model Selection for Domain Generalization: A Mixup-guided Solution—0
Towards Radar Emitter Recognition in Changing Environments with Domain Generalization—0
Towards Reliable Domain Generalization: A New Dataset and Evaluations—0
Towards Robust and Fair Vision Learning in Open-World Environments—0
Towards Robust Domain Generalization in 2D Neural Audio Processing—0
Towards Robust Neural Retrieval with Source Domain Synthetic Pre-Finetuning—0
Towards Shape Biased Unsupervised Representation Learning for Domain Generalization—0
Towards Unsupervised Domain Generalization for Face Anti-Spoofing—0
Training Deep Neural Networks for Wireless Sensor Networks Using Loosely and Weakly Labeled Images—0
Transferability of Neural Network Clinical De-identification Systems—0
Transitive Vision-Language Prompt Learning for Domain Generalization—0
Trends and Challenges in Authorship Analysis: A Review of ML, DL, and LLM Approaches—0
UniFed: A Unified Framework for Federated Learning on Non-IID Image Features—0
Two Experts Are All You Need for Steering Thinking: Reinforcing Cognitive Effort in MoE Reasoning Models Without Additional Training—0
UBMF: Uncertainty-Aware Bayesian Meta-Learning Framework for Fault Diagnosis with Imbalanced Industrial Data—0
UGformer for Robust Left Atrium and Scar Segmentation Across Scanners—0
Unbiased Faster R-CNN for Single-source Domain Generalized Object Detection—0
Uncertain Out-of-Domain Generalization—0
Uncertainty-Aware Physically-Guided Proxy Tasks for Unseen Domain Face Anti-spoofing—0
Uncertainty-guided Model Generalization to Unseen Domains—0
Unified Alignment Protocol: Making Sense of the Unlabeled Data in New Domains—0
Unified Domain Generalization and Adaptation for Multi-View 3D Object Detection—0
Unify and Anchor: A Context-Aware Transformer for Cross-Domain Time Series Forecasting—0
UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather—0
Universal Medical Imaging Model for Domain Generalization with Data Privacy—0
Universal Person Re-Identification—0
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey—0
Unsupervised Prototype Adapter for Vision-Language Models—0
Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications—0
Unsupervised Visual Attention and Invariance for Reinforcement Learning—0
Untapped Potential of Data Augmentation: A Domain Generalization Viewpoint—0
Using Domain Knowledge to Guide Dialog Structure Induction via Neural Probabilistic Soft Logic—0
Using Tweets to Help Sentence Compression for News Highlights Generation—0
V2X-DG: Domain Generalization for Vehicle-to-Everything Cooperative Perception—0
V2X-DGW: Domain Generalization for Multi-agent Perception under Adverse Weather Conditions—0
Variance Covariance Regularization Enforces Pairwise Independence in Self-Supervised Representations—0
Variational Disentanglement for Domain Generalization—0
Variational Invariant Learning for Bayesian Domain Generalization—0
Vision and Language Integration for Domain Generalization—0
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision—0
Vision transformers in domain adaptation and domain generalization: a study of robustness—0
Visual Recognition by Learning From Web Data: A Weakly Supervised Domain Generalization Approach—0
VolDoGer: LLM-assisted Datasets for Domain Generalization in Vision-Language Tasks—0
VQA-GEN: A Visual Question Answering Benchmark for Domain Generalization—0
VUDG: A Dataset for Video Understanding Domain Generalization—0
WEDGE: Web-Image Assisted Domain Generalization for Semantic Segmentation—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