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 851900 of 1751 papers

TitleStatusHype
Consistency Regularization for Domain Generalization with Logit Attribution MatchingCode0
Masked Audio Text Encoders are Effective Multi-Modal Rescorers0
Evaluating Embedding APIs for Information Retrieval0
Multi-Prompt with Depth Partitioned Cross-Modal LearningCode0
Adaptive Domain Generalization for Digital Pathology Images0
PGrad: Learning Principal Gradients For Domain GeneralizationCode1
Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensemblesCode0
SIMPLE: Specialized Model-Sample Matching for Domain GeneralizationCode0
TALLRec: An Effective and Efficient Tuning Framework to Align Large Language Model with RecommendationCode2
Moderately Distributional Exploration for Domain GeneralizationCode1
EasyPortrait -- Face Parsing and Portrait Segmentation DatasetCode2
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image SegmentationCode2
AdaNPC: Exploring Non-Parametric Classifier for Test-Time AdaptationCode1
Augmentation-based Domain Generalization for Semantic Segmentation0
Walking Your LiDOG: A Journey Through Multiple Domains for LiDAR Semantic SegmentationCode1
RPLKG: Robust Prompt Learning with Knowledge Graph0
Domain Generalization for Mammographic Image Analysis with Contrastive Learning0
Dual Stage Stylization Modulation for Domain Generalized Semantic Segmentation0
Decoding Neural Activity to Assess Individual Latent State in Ecologically Valid Contexts0
Chain of Thought Prompt Tuning in Vision Language Models0
DINOv2: Learning Robust Visual Features without SupervisionCode6
Frequency Decomposition to Tap the Potential of Single Domain for Generalization0
Out-of-distribution Few-shot Learning For Edge Devices without Model Fine-tuning0
Semantic-Aware Mixup for Domain GeneralizationCode0
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
Supervised Contrastive Learning with Heterogeneous Similarity for Distribution Shifts0
Meta-causal Learning for Single Domain Generalization0
Domain Generalization In Robust Invariant RepresentationCode0
Exploiting the Complementarity of 2D and 3D Networks to Address Domain-Shift in 3D Semantic SegmentationCode1
Multi-view Adversarial Discriminator: Mine the Non-causal Factors for Object Detection in Unseen DomainsCode1
Domain Generalization with Adversarial Intensity Attack for Medical Image Segmentation0
Randomized Adversarial Style Perturbations for Domain Generalization0
EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion RecognitionCode1
ERM++: An Improved Baseline for Domain GeneralizationCode1
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue DistributionCode1
Domain Generalization for Crop Segmentation with Standardized Ensemble Knowledge DistillationCode0
A principled approach to model validation in domain generalizationCode0
Progressive Random Convolutions for Single Domain Generalization0
CNNs with Multi-Level Attention for Domain Generalization0
Simple Domain Generalization Methods are Strong Baselines for Open Domain GeneralizationCode0
Your Diffusion Model is Secretly a Zero-Shot ClassifierCode2
Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning0
TFS-ViT: Token-Level Feature Stylization for Domain GeneralizationCode1
SDTracker: Synthetic Data Based Multi-Object Tracking0
VisDA 2022 Challenge: Domain Adaptation for Industrial Waste SortingCode1
Rethinking Domain Generalization for Face Anti-spoofing: Separability and AlignmentCode1
Improving Generalization with Domain Convex GameCode0
MI-SegNet: Mutual Information-Based US Segmentation for Unseen Domain GeneralizationCode1
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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