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 13011325 of 1751 papers

TitleStatusHype
StyLIP: Multi-Scale Style-Conditioned Prompt Learning for CLIP-based Domain Generalization0
A Survey of Supernet Optimization and its Applications: Spatial and Temporal Optimization for Neural Architecture Search0
Supervised Contrastive Block Disentanglement0
Supervised Contrastive Learning with Heterogeneous Similarity for Distribution Shifts0
Supporting Vision-Language Model Inference with Causality-pruning Knowledge Prompt0
SurgBench: A Unified Large-Scale Benchmark for Surgical Video Analysis0
Swin Transformer for Robust CGI Images Detection: Intra- and Inter-Dataset Analysis across Multiple Color Spaces0
Swin Transformer for Robust Differentiation of Real and Synthetic Images: Intra- and Inter-Dataset Analysis0
Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification0
Syn2Real Domain Generalization for Underwater Mine-like Object Detection Using Side-Scan Sonar0
Synthetic-to-Real Domain Generalized Semantic Segmentation for 3D Indoor Point Clouds0
SyntStereo2Real: Edge-Aware GAN for Remote Sensing Image-to-Image Translation while Maintaining Stereo Constraint0
Tackling domain generalization for out-of-distribution endoscopic imaging0
Tackling Partial Domain Adaptation with Self-Supervision0
TADA: Temporal Adversarial Data Augmentation for Time Series Data0
TAL: Two-stream Adaptive Learning for Generalizable Person Re-identification0
Target Conditioned Representation Independence (TCRI); From Domain-Invariant to Domain-General Representations0
TAROT: Towards Essentially Domain-Invariant Robustness with Theoretical Justification0
Task-aware Adaptive Learning for Cross-domain Few-shot Learning0
TDG: Text-guided Domain Generalization0
Technical report on label-informed logit redistribution for better domain generalization in low-shot classification with foundation models0
TeG-DG: Textually Guided Domain Generalization for Face Anti-Spoofing0
Template-based Multi-Domain Face Recognition0
Temporal Generalization for Spoken Language Understanding0
Temporal Representation Learning for Stock Similarities and Its Applications in Investment Management0
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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