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 14511500 of 1751 papers

TitleStatusHype
Adaptive Texture Filtering for Single-Domain Generalized SegmentationCode0
seg_3D_by_PC2D: Multi-View Projection for Domain Generalization and Adaptation in 3D Semantic SegmentationCode0
Domain Generalization through the Lens of Angular InvarianceCode0
Adversarial Style Augmentation for Domain GeneralizationCode0
TLAC: Two-stage LMM Augmented CLIP for Zero-Shot ClassificationCode0
Learning to Generalize for Cross-domain QACode0
Domain Generalization through Attenuation of Domain-Specific InformationCode0
Self-Distilled Vision Transformer for Domain GeneralizationCode0
Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain AdaptationCode0
Calibration-based Dual Prototypical Contrastive Learning Approach for Domain Generalization Semantic SegmentationCode0
Domain Generalization of 3D Object Detection by Density-ResamplingCode0
Adaptive Semi-Supervised Segmentation of Brain Vessels with Ambiguous LabelsCode0
UniGen: Universal Domain Generalization for Sentiment Classification via Zero-shot Dataset GenerationCode0
Learning Spectral-Decomposed Tokens for Domain Generalized Semantic SegmentationCode0
Self-Supervised Learning for Videos: A SurveyCode0
Learning Semantic Role Labeling from Compatible Label SequencesCode0
Learning Optimal Features via Partial InvarianceCode0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet GuidanceCode0
Self-supervised Meta-Prompt Learning with Meta-Gradient Regularization for Few-shot GeneralizationCode0
Modularity Trumps Invariance for Compositional RobustnessCode0
Self-supervised Vision Transformer are Scalable Generative Models for Domain GeneralizationCode0
MVDG: A Unified Multi-view Framework for Domain GeneralizationCode0
MoreStyle: Relax Low-frequency Constraint of Fourier-based Image Reconstruction in Generalizable Medical Image SegmentationCode0
Clustering-based Image-Text Graph Matching for Domain GeneralizationCode0
Domain Generalization In Robust Invariant RepresentationCode0
Learning Fine-grained Domain Generalization via Hyperbolic State Space HallucinationCode0
Semantic-Aware Mixup for Domain GeneralizationCode0
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature PerturbationCode0
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene SegmentationCode0
Learning Beyond Experience: Generalizing to Unseen State Space with Reservoir ComputingCode0
MuDPT: Multi-modal Deep-symphysis Prompt Tuning for Large Pre-trained Vision-Language ModelsCode0
Multi-Adversarial Discriminative Deep Domain Generalization for Face Presentation Attack DetectionCode0
Zero-shot Factual Consistency Evaluation Across DomainsCode0
UniPTMs: The First Unified Multi-type PTM Site Prediction Model via Master-Slave Architecture-Based Multi-Stage Fusion Strategy and Hierarchical Contrastive LossCode0
Activation Regression for Continuous Domain Generalization with Applications to Crop ClassificationCode0
Multi-dimensional domain generalization with low-rank structuresCode0
Rethinking LiDAR Domain Generalization: Single Source as Multiple Density DomainsCode0
Bootstrap Generalization Ability from Loss Landscape PerspectiveCode0
Multi-Domain Long-Tailed Learning by Augmenting Disentangled RepresentationsCode0
Multilingual Event Linking to WikidataCode0
Towards Combating Frequency Simplicity-biased Learning for Domain GeneralizationCode0
WiFlexFormer: Efficient WiFi-Based Person-Centric SensingCode0
Semi-Supervised Domain Generalization for Cardiac Magnetic Resonance Image Segmentation with High Quality Pseudo LabelsCode0
Semi-Supervised Domain Generalization for Object Detection via Language-Guided Feature AlignmentCode0
Multi-Prompt with Depth Partitioned Cross-Modal LearningCode0
Domain Generalization for Text Classification with Memory-Based Supervised Contrastive LearningCode0
Multi-Scale and Multi-Layer Contrastive Learning for Domain GeneralizationCode0
Multi-Scanner Canine Cutaneous Squamous Cell Carcinoma Histopathology DatasetCode0
Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge DistillationCode0
Domain Generalization by Solving Jigsaw PuzzlesCode0
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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