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 201250 of 1751 papers

TitleStatusHype
Read-only Prompt Optimization for Vision-Language Few-shot LearningCode1
Face Presentation Attack Detection by Excavating Causal Clues and Adapting Embedding StatisticsCode1
Exploring the Transfer Learning Capabilities of CLIP in Domain Generalization for Diabetic RetinopathyCode1
A Re-Parameterized Vision Transformer (ReVT) for Domain-Generalized Semantic SegmentationCode1
Understanding Hessian Alignment for Domain GeneralizationCode1
A Circuit Domain Generalization Framework for Efficient Logic Synthesis in Chip DesignCode1
Domain Generalization via Rationale InvarianceCode1
Improving the Transferability of Adversarial Examples with Arbitrary Style TransferCode1
FedSIS: Federated Split Learning with Intermediate Representation Sampling for Privacy-preserving Generalized Face Presentation Attack DetectionCode1
DomainDrop: Suppressing Domain-Sensitive Channels for Domain GeneralizationCode1
Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain GeneralizationCode1
MS3D++: Ensemble of Experts for Multi-Source Unsupervised Domain Adaption in 3D Object DetectionCode1
Part-Aware Transformer for Generalizable Person Re-identificationCode1
AFN: Adaptive Fusion Normalization via an Encoder-Decoder FrameworkCode1
ELFNet: Evidential Local-global Fusion for Stereo MatchingCode1
PromptStyler: Prompt-driven Style Generation for Source-free Domain GeneralizationCode1
Cross Contrasting Feature Perturbation for Domain GeneralizationCode1
Frequency-mixed Single-source Domain Generalization for Medical Image SegmentationCode1
Benchmarking Algorithms for Federated Domain GeneralizationCode1
Towards Generalizable Diabetic Retinopathy Grading in Unseen DomainsCode1
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain GeneralizationCode1
Adaptive Multi-Modal Cross-Entropy Loss for Stereo MatchingCode1
Beyond Normal: On the Evaluation of Mutual Information EstimatorsCode1
Multi-Granularity Hand Action DetectionCode1
Distribution Shift Inversion for Out-of-Distribution PredictionCode1
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image SegmentationCode1
Q: How to Specialize Large Vision-Language Models to Data-Scarce VQA Tasks? A: Self-Train on Unlabeled Images!Code1
DeSAM: Decoupled Segment Anything Model for Generalizable Medical Image SegmentationCode1
Consistency-guided Prompt Learning for Vision-Language ModelsCode1
Treasure in Distribution: A Domain Randomization based Multi-Source Domain Generalization for 2D Medical Image SegmentationCode1
Rethinking Masked Language Modeling for Chinese Spelling CorrectionCode1
Improving Generalization in Language Model-Based Text-to-SQL Semantic Parsing: Two Simple Semantic Boundary-Based TechniquesCode1
Few-shot Fine-tuning vs. In-context Learning: A Fair Comparison and EvaluationCode1
Diversify Your Vision Datasets with Automatic Diffusion-Based AugmentationCode1
Rethinking the Evaluation Protocol of Domain GeneralizationCode1
ReadMe++: Benchmarking Multilingual Language Models for Multi-Domain Readability AssessmentCode1
HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic SegmentationCode1
POEM: Polarization of Embeddings for Domain-Invariant RepresentationsCode1
SUG: Single-dataset Unified Generalization for 3D Point Cloud ClassificationCode1
PGrad: Learning Principal Gradients For Domain GeneralizationCode1
Moderately Distributional Exploration for Domain GeneralizationCode1
AdaNPC: Exploring Non-Parametric Classifier for Test-Time AdaptationCode1
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic SegmentationCode1
Instance-Aware Domain Generalization for Face Anti-SpoofingCode1
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIPCode1
Improved Test-Time Adaptation for Domain GeneralizationCode1
Multi-view Adversarial Discriminator: Mine the Non-causal Factors for Object Detection in Unseen DomainsCode1
Exploiting the Complementarity of 2D and 3D Networks to Address Domain-Shift in 3D Semantic SegmentationCode1
EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion RecognitionCode1
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue DistributionCode1
Show:102550
← PrevPage 5 of 36Next →

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