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

Showing 12011250 of 1751 papers

TitleStatusHype
Decompose, Adjust, Compose: Effective Normalization by Playing with Frequency for Domain Generalization0
Model-Agnostic Meta-Learning for Multilingual Hate Speech Detection0
Generalized Semantic Segmentation by Self-Supervised Source Domain Projection and Multi-Level Contrastive LearningCode0
Towards Domain Generalization for Multi-view 3D Object Detection in Bird-Eye-View0
BayeSeg: Bayesian Modeling for Medical Image Segmentation with Interpretable Generalizability0
Domain-aware Triplet loss in Domain GeneralizationCode0
Learning to Generalize towards Unseen Domains via a Content-Aware Style Invariant Model for Disease Detection from Chest X-raysCode0
Prompt-based Learning for Text Readability AssessmentCode0
On the Hardness of Robustness Transfer: A Perspective from Rademacher Complexity over Symmetric Difference Hypothesis Space0
Simple Disentanglement of Style and Content in Visual RepresentationsCode0
Towards Radar Emitter Recognition in Changing Environments with Domain Generalization0
StyLIP: Multi-Scale Style-Conditioned Prompt Learning for CLIP-based Domain Generalization0
EnfoMax: Domain Entropy and Mutual Information Maximization for Domain Generalized Face Anti-spoofing0
Robust Representation Learning with Self-Distillation for Domain Generalization0
Semantic Image Segmentation: Two Decades of Research0
Cross-Corpora Spoken Language Identification with Domain Diversification and Generalization0
Domain Generalization by Functional RegressionCode0
Robustness to Spurious Correlations Improves Semantic Out-of-Distribution Detection0
Improving Domain Generalization with Domain Relations0
Aggregation of Disentanglement: Reconsidering Domain Variations in Domain Generalization0
Gradient Estimation for Unseen Domain Risk Minimization with Pre-Trained Models0
Domain Generalization Emerges from Dreaming0
Domain-Generalizable Multiple-Domain ClusteringCode0
Fairness and Accuracy under Domain GeneralizationCode0
Adversarial Style Augmentation for Domain GeneralizationCode0
Learning Optimal Features via Partial InvarianceCode0
Causality-based Dual-Contrastive Learning Framework for Domain Generalization0
Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning0
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary EnvironmentCode0
Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL ParsingCode0
1st Place Solution for ECCV 2022 OOD-CV Challenge Image Classification TrackCode0
1st Place Solution for ECCV 2022 OOD-CV Challenge Object Detection TrackCode0
Multi-Scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology DatasetCode0
Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection0
Multi-View Action Recognition Using Contrastive LearningCode0
Fine-Grained Hard Negative Mining: Generalizing Mitosis Detection with a Fifth of the MIDOG 2022 Dataset0
A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet CategoriesCode0
Exploring and Utilizing Pattern Imbalance0
Domain Generalized Stereo Matching via Hierarchical Visual Transformation0
DandelionNet: Domain Composition with Instance Adaptive Classification for Domain Generalization0
Towards Unsupervised Domain Generalization for Face Anti-Spoofing0
Bi-Level Meta-Learning for Few-Shot Domain Generalization0
Crossing the Gap: Domain Generalization for Image Captioning0
Discriminative Radial Domain AdaptationCode0
A Unified Framework for Robustness on Diverse Sampling Errors0
Promoting Semantic Connectivity: Dual Nearest Neighbors Contrastive Learning for Unsupervised Domain Generalization0
Center-aware Adversarial Augmentation for Single Domain Generalization0
ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification0
Task-aware Adaptive Learning for Cross-domain Few-shot Learning0
NeRF-Gaze: A Head-Eye Redirection Parametric Model for Gaze Estimation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SIMPLE+Average Accuracy99Unverified
2PromptStyler (CLIP, ViT-L/14)Average Accuracy98.6Unverified
3GMDG (RegNetY-16GF, SWAD)Average Accuracy97.9Unverified
4D-Triplet(RegNetY-16GF)Average Accuracy97.6Unverified
5MoA (OpenCLIP, ViT-B/16)Average Accuracy97.4Unverified
6GMDG (e RegNetY-16GF)Average Accuracy97.3Unverified
7PromptStyler (CLIP, ViT-B/16)Average Accuracy97.2Unverified
8SPG (CLIP, ViT-B/16)Average Accuracy97Unverified
9CAR-FT (CLIP, ViT-B/16)Average Accuracy96.8Unverified
10MIRO (RegNetY-16GF, SWAD)Average Accuracy96.8Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-8/B-224Accuracy - Clean Images450Unverified
2VOLO-D5Accuracy - All Images57.2Unverified
3ConvNeXt-BAccuracy - All Images53.5Unverified
4ResNeXt-101 32x16dAccuracy - All Images51.7Unverified
5EfficientNet-B8 (advprop+autoaug)Accuracy - All Images50.5Unverified
6EfficientNet-B7 (advprop+autoaug)Accuracy - All Images49.7Unverified
7EfficientNet-B6 (advprop+autoaug)Accuracy - All Images49.6Unverified
8EfficientNet-B5 (advprop+autoaug)Accuracy - All Images49.1Unverified
9ViT-16/L-224Accuracy - All Images49Unverified
10ResNet-50 (gn)Accuracy - All Images48.9Unverified