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 201–250 of 1751 papers

TitleStatusHype
On the challenges of detecting MCI using EEG in the wildCode0
BMIP: Bi-directional Modality Interaction Prompt Learning for VLM—0
GameFactory: Creating New Games with Generative Interactive Videos—0
FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation—0
Rethinking domain generalization in medical image segmentation: One image as one domain—0
DGSSA: Domain generalization with structural and stylistic augmentation for retinal vessel segmentation—0
Information Subtraction: Learning Representations for Conditional EntropyCode0
BatStyler: Advancing Multi-category Style Generation for Source-free Domain GeneralizationCode0
Task-Aware Clustering for Prompting Vision-Language ModelsCode1
Domain Generalization in CLIP via Learning with Diverse Text Prompts—0
GBlobs: Explicit Local Structure via Gaussian Blobs for Improved Cross-Domain LiDAR-based 3D Object Detection—0
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach—0
SSHNet: Unsupervised Cross-modal Homography Estimation via Problem Reformulation and Split OptimizationCode1
FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing—0
Adversarial Domain Prompt Tuning and Generation for Single Domain Generalization—0
MODA: Motion-Drift Augmentation for Inertial Human Motion Analysis—0
SoMA: Singular Value Decomposed Minor Components Adaptation for Domain Generalizable Representation Learning—0
Text-to-Image GAN with Pretrained Representations—0
Mitigating Label Noise using Prompt-Based Hyperbolic Meta-Learning in Open-Set Domain GeneralizationCode0
Uncertainty-Guided Cross Attention Ensemble Mean Teacher for Semi-supervised Medical Image SegmentationCode0
TextSleuth: Towards Explainable Tampered Text Detection—0
Object Style Diffusion for Generalized Object Detection in Urban Scene—0
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes—0
GLIDER: Grading LLM Interactions and Decisions using Explainable Ranking—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
Domain Generalization in Autonomous Driving: Evaluating YOLOv8s, RT-DETR, and YOLO-NAS with the ROAD-Almaty Dataset—0
Meta Curvature-Aware Minimization for Domain Generalization—0
Federated Domain Generalization with Label Smoothing and Balanced Decentralized Training—0
PhysAug: A Physical-guided and Frequency-based Data Augmentation for Single-Domain Generalized Object DetectionCode1
Learning Latent Spaces for Domain Generalization in Time Series Forecasting—0
Guidance Not Obstruction: A Conjugate Consistent Enhanced Strategy for Domain Generalization—0
DomCLP: Domain-wise Contrastive Learning with Prototype Mixup for Unsupervised Domain GeneralizationCode0
Towards Robust and Fair Vision Learning in Open-World Environments—0
MoSLD: An Extremely Parameter-Efficient Mixture-of-Shared LoRAs for Multi-Task Learning—0
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image SegmentationCode2
CAT: Class Aware Adaptive Thresholding for Semi-Supervised Domain Generalization—0
Learning to Reason via Self-Iterative Process Feedback for Small Language Models—0
Towards Automated Cross-domain Exploratory Data Analysis through Large Language ModelsCode1
Attention Head Purification: A New Perspective to Harness CLIP for Domain Generalization—0
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation—0
GAQAT: gradient-adaptive quantization-aware training for domain generalization—0
A Survey of Large Language Model-Based Generative AI for Text-to-SQL: Benchmarks, Applications, Use Cases, and Challenges—0
SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation LearningCode2
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
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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