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 12761300 of 1751 papers

TitleStatusHype
Improving Pre-trained Language Model Fine-tuning with Noise Stability Regularization0
FixCLR: Negative-Class Contrastive Learning for Semi-Supervised Domain Generalization0
FIXED: Frustratingly Easy Domain Generalization with Mixup0
Flatness-Aware Minimization for Domain Generalization0
FMSG-JLESS Submission for DCASE 2024 Task4 on Sound Event Detection with Heterogeneous Training Dataset and Potentially Missing Labels0
FreqDebias: Towards Generalizable Deepfake Detection via Consistency-Driven Frequency Debiasing0
Frequency Decomposition to Tap the Potential of Single Domain for Generalization0
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation0
From One to the Power of Many: Invariance to Multi-LiDAR Perception from Single-Sensor Datasets0
From Physics to Foundation Models: A Review of AI-Driven Quantitative Remote Sensing Inversion0
From Robustness to Improved Generalization and Calibration in Pre-trained Language Models0
Fully Fine-tuned CLIP Models are Efficient Few-Shot Learners0
Fully Test-Time rPPG Estimation via Synthetic Signal-Guided Feature Learning0
Future Gradient Descent for Adapting the Temporal Shifting Data Distribution in Online Recommendation Systems0
GameFactory: Creating New Games with Generative Interactive Videos0
GAQAT: gradient-adaptive quantization-aware training for domain generalization0
GBlobs: Explicit Local Structure via Gaussian Blobs for Improved Cross-Domain LiDAR-based 3D Object Detection0
GCISG: Guided Causal Invariant Learning for Improved Syn-to-real Generalization0
GDDS: A Single Domain Generalized Defect Detection Frame of Open World Scenario using Gather and Distribute Domain-shift Suppression Network0
Systematic Analysis for Pretrained Language Model Priming for Parameter-Efficient Fine-tuning0
Generalizability of Adversarial Robustness Under Distribution Shifts0
Generalizability of Deep Adult Lung Segmentation Models to the Pediatric Population: A Retrospective Study0
Generalizable Metric Network for Cross-domain Person Re-identification0
Generalizable Multispectral Land Cover Classification via Frequency-Aware Mixture of Low-Rank Token Experts0
Generalizable Person Re-Identification by Domain-Invariant Mapping Network0
Show:102550
← PrevPage 52 of 71Next →

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