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 951975 of 1751 papers

TitleStatusHype
CLIP-Gaze: Towards General Gaze Estimation via Visual-Linguistic Model0
Overcoming Data Inequality across Domains with Semi-Supervised Domain Generalization0
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation0
MMoE: Robust Spoiler Detection with Multi-modal Information and Domain-aware Mixture-of-Experts0
HeteroSwitch: Characterizing and Taming System-Induced Data Heterogeneity in Federated LearningCode0
X-Shot: A Unified System to Handle Frequent, Few-shot and Zero-shot Learning Simultaneously in ClassificationCode0
DomainVerse: A Benchmark Towards Real-World Distribution Shifts For Tuning-Free Adaptive Domain Generalization0
DIGIC: Domain Generalizable Imitation Learning by Causal Discovery0
Out-of-Domain Generalization in Dynamical Systems ReconstructionCode0
Prompt-Driven Dynamic Object-Centric Learning for Single Domain Generalization0
DANSK and DaCy 2.6.0: Domain Generalization of Danish Named Entity Recognition0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet GuidanceCode0
ArcSin: Adaptive ranged cosine Similarity injected noise for Language-Driven Visual Tasks0
StochCA: A Novel Approach for Exploiting Pretrained Models with Cross-AttentionCode0
GS-EMA: Integrating Gradient Surgery Exponential Moving Average with Boundary-Aware Contrastive Learning for Enhanced Domain Generalization in Aneurysm SegmentationCode0
Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented CalibrationCode0
Domain Generalization via Causal Adjustment for Cross-Domain Sentiment Analysis0
Assessing generalization capability of text ranking models in Polish0
A synthetic data approach for domain generalization of NLI models0
Reducing Texture Bias of Deep Neural Networks via Edge Enhancing DiffusionCode0
Quantified Task Misalignment to Inform PEFT: An Exploration of Domain Generalization and Catastrophic Forgetting in CLIP0
MetaTra: Meta-Learning for Generalized Trajectory Prediction in Unseen Domain0
Generalizing across Temporal Domains with Koopman Operators0
Hypernetwork-Driven Model Fusion for Federated Domain Generalization0
Domain Generalization with Small Data0
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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