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

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Showing 701–750 of 1751 papers

TitleStatusHype
Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image SegmentationCode0
TextSleuth: Towards Explainable Tampered Text Detection—0
GLIDER: Grading LLM Interactions and Decisions using Explainable Ranking—0
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes—0
Object Style Diffusion for Generalized Object Detection in Urban Scene—0
CRoF: CLIP-based Robust Few-shot Learning on Noisy Labels—0
Graph Learning in the Era of LLMs: A Survey from the Perspective of Data, Models, and TasksCode0
Federated Domain Generalization with Label Smoothing and Balanced Decentralized Training—0
Meta Curvature-Aware Minimization for Domain Generalization—0
Domain Generalization in Autonomous Driving: Evaluating YOLOv8s, RT-DETR, and YOLO-NAS with the ROAD-Almaty Dataset—0
Learning Latent Spaces for Domain Generalization in Time Series Forecasting—0
Guidance Not Obstruction: A Conjugate Consistent Enhanced Strategy for Domain Generalization—0
Towards Robust and Fair Vision Learning in Open-World Environments—0
DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain GeneralizationCode0
MoSLD: An Extremely Parameter-Efficient Mixture-of-Shared LoRAs for Multi-Task Learning—0
CAT: Class Aware Adaptive Thresholding for Semi-Supervised Domain Generalization—0
Learning to Reason via Self-Iterative Process Feedback for Small Language Models—0
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization—0
GAQAT: gradient-adaptive quantization-aware training for domain generalization—0
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation—0
A Survey of Large Language Model-Based Generative AI for Text-to-SQL: Benchmarks, Applications, Use Cases, and Challenges—0
MegaCOIN: Enhancing Medium-Grained Color Perception for Vision-Language Models—0
Structure-Aware Stylized Image Synthesis for Robust Medical Image SegmentationCode0
Multisource Collaborative Domain Generalization for Cross-Scene Remote Sensing Image Classification—0
Is Large-Scale Pretraining the Secret to Good Domain Generalization?—0
DIR: Retrieval-Augmented Image Captioning with Comprehensive Understanding—0
A Cross-Scene Benchmark for Open-World Drone Active Tracking—0
Actions and Objects Pathways for Domain Adaptation in Video Question Answering—0
QUOTA: Quantifying Objects with Text-to-Image Models for Any Domain—0
On the Generalization of Handwritten Text Recognition Models—0
Style-Pro: Style-Guided Prompt Learning for Generalizable Vision-Language Models—0
TIDE: Training Locally Interpretable Domain Generalization Models Enables Test-time Correction—0
Boundless Across Domains: A New Paradigm of Adaptive Feature and Cross-Attention for Domain Generalization in Medical Image Segmentation—0
MLDGG: Meta-Learning for Domain Generalization on Graphs—0
Fair Distillation: Teaching Fairness from Biased Teachers in Medical Imaging—0
Federated Domain Generalization via Prompt Learning and AggregationCode0
CoSAM: Self-Correcting SAM for Domain Generalization in 2D Medical Image Segmentation—0
Real-time Adapting Routing (RAR): Improving Efficiency Through Continuous Learning in Software Powered by Layered Foundation Models—0
LG-Gaze: Learning Geometry-aware Continuous Prompts for Language-Guided Gaze Estimation—0
Feature-Space Semantic Invariance: Enhanced OOD Detection for Open-Set Domain Generalization—0
DRIFTS: Optimizing Domain Randomization with Synthetic Data and Weight Interpolation for Fetal Brain Tissue Segmentation—0
Generalizable Single-Source Cross-modality Medical Image Segmentation via Invariant Causal MechanismsCode0
In the Era of Prompt Learning with Vision-Language Models—0
Prompt-Guided Internal States for Hallucination Detection of Large Language Models—0
Domain Generalization for Cross-Receiver Radio Frequency Fingerprint Identification—0
WiFlexFormer: Efficient WiFi-Based Person-Centric SensingCode0
Navigating Distribution Shifts in Medical Image Analysis: A Survey—0
Domain Expansion and Boundary Growth for Open-Set Single-Source Domain Generalization—0
Divergent Domains, Convergent Grading: Enhancing Generalization in Diabetic Retinopathy GradingCode0
Improving Domain Generalization in Self-supervised Monocular Depth Estimation via Stabilized Adversarial Training—0
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All datasetsPACSVizWiz-ClassificationImageNet-COffice-HomeImageNet-AImageNet-RDomainNetVLCSTerraIncognitaGTA-to-Avg(Cityscapes,BDD,Mapillary)ImageNet-SketchGTA5 to Cityscapes

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SIMPLE+Average Accuracy99—Unverified
2PromptStyler (CLIP, ViT-L/14)Average Accuracy98.6—Unverified
3GMDG (RegNetY-16GF, SWAD)Average Accuracy97.9—Unverified
4D-Triplet(RegNetY-16GF)Average Accuracy97.6—Unverified
5MoA (OpenCLIP, ViT-B/16)Average Accuracy97.4—Unverified
6GMDG (e RegNetY-16GF)Average Accuracy97.3—Unverified
7PromptStyler (CLIP, ViT-B/16)Average Accuracy97.2—Unverified
8SPG (CLIP, ViT-B/16)Average Accuracy97—Unverified
9CAR-FT (CLIP, ViT-B/16)Average Accuracy96.8—Unverified
10MIRO (RegNetY-16GF, SWAD)Average Accuracy96.8—Unverified
#ModelMetricClaimedVerifiedStatus
1ViT-8/B-224Accuracy - Clean Images450—Unverified
2VOLO-D5Accuracy - All Images57.2—Unverified
3ConvNeXt-BAccuracy - All Images53.5—Unverified
4ResNeXt-101 32x16dAccuracy - All Images51.7—Unverified
5EfficientNet-B8 (advprop+autoaug)Accuracy - All Images50.5—Unverified
6EfficientNet-B7 (advprop+autoaug)Accuracy - All Images49.7—Unverified
7EfficientNet-B6 (advprop+autoaug)Accuracy - All Images49.6—Unverified
8EfficientNet-B5 (advprop+autoaug)Accuracy - All Images49.1—Unverified
9ViT-16/L-224Accuracy - All Images49—Unverified
10ResNet-50 (gn)Accuracy - All Images48.9—Unverified