SOTAVerified

Cross-Domain Few-Shot

Papers

Showing 26–50 of 141 papers

TitleStatusHype
Dual Adaptive Representation Alignment for Cross-domain Few-shot LearningCode1
PromptNER: Prompt Locating and Typing for Named Entity RecognitionCode1
Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive LearningCode1
StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot LearningCode1
Revisiting Prototypical Network for Cross Domain Few-Shot LearningCode1
ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot LearningCode1
CD-FSOD: A Benchmark for Cross-domain Few-shot Object DetectionCode1
AcroFOD: An Adaptive Method for Cross-domain Few-shot Object DetectionCode1
Adversarial Feature Augmentation for Cross-domain Few-shot ClassificationCode1
Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression RecognitionCode1
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image ClassificationCode1
Universal Representations: A Unified Look at Multiple Task and Domain LearningCode1
Cross-Domain Few-Shot Semantic SegmentationCode1
Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot DifficultyCode1
Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic SegmentationCode1
Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target DataCode1
Cross-domain Few-shot Learning with Task-specific AdaptersCode1
EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter OptimizationCode1
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled DataCode1
Cross-Domain Few-Shot Classification via Adversarial Task AugmentationCode1
Shallow Bayesian Meta Learning for Real-World Few-Shot RecognitionCode1
Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple ClassifierCode1
Few-Shot Classification with Feature Map Reconstruction NetworksCode1
Cross-Domain Few-Shot Learning by Representation FusionCode1
Explanation-Guided Training for Cross-Domain Few-Shot ClassificationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot26.24—Unverified
2StyleAdv5 shot26.07—Unverified
3RFS+MLP5 shot26—Unverified
4BSCD-FSL5 shot25.97—Unverified
5wave-SAN5 shot25.63—Unverified
6GNN5 shot25.27—Unverified
7FWT5 shot25.18—Unverified
8ATA-FT5 shot25.08—Unverified
9AFA5 shot25.02—Unverified
10LRP5 shot24.53—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot91.64—Unverified
2ATA-FT5 shot89.64—Unverified
3StyleAdv5 shot86.58—Unverified
4AFA5 shot85.58—Unverified
5wave-SAN5 shot85.22—Unverified
6ATA5 shot83.75—Unverified
7GNN5 shot83.64—Unverified
8FWT5 shot83.01—Unverified
9BSCD-FSL5 shot79.08—Unverified
10RFS+MLP5 shot78.13—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot53.05—Unverified
2ATA-FT5 shot49.79—Unverified
3BSCD-FSL5 shot48.11—Unverified
4RFS+MLP5 shot46.33—Unverified
5AFA5 shot46.01—Unverified
6StyleAdv5 shot45.77—Unverified
7wave-SAN5 shot44.93—Unverified
8ATA5 shot44.91—Unverified
9LRP5 shot44.14—Unverified
10GNN5 shot43.94—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot96.51—Unverified
2ATA-FT5 shot95.44—Unverified
3StyleAdv5 shot93.65—Unverified
4ATA5 shot90.59—Unverified
5wave-SAN5 shot89.7—Unverified
6RFS+MLP5 shot89.68—Unverified
7BSCD-FSL5 shot89.25—Unverified
8AFA5 shot88.06—Unverified
9FWT5 shot87.11—Unverified
#ModelMetricClaimedVerifiedStatus
1MSENet5 shot71.59—Unverified
2StyleAdv-FT5 shot70.9—Unverified
3wave-SAN5 shot70.31—Unverified
4ATA-FT5 shot69.83—Unverified
5StyleAdv5 shot68.72—Unverified
6AFA5 shot68.25—Unverified
7FWT5 shot66.98—Unverified
8ATA5 shot66.22—Unverified
9BSCD-FSL5 shot64.14—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot56.44—Unverified
2ATA-FT5 shot54.28—Unverified
3BSCD-FSL5 shot52.08—Unverified
4StyleAdv5 shot50.13—Unverified
5AFA5 shot49.28—Unverified
6ATA5 shot49.14—Unverified
7wave-SAN5 shot46.11—Unverified
8FWT5 shot44.9—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot79.35—Unverified
2StyleAdv5 shot77.73—Unverified
3wave-SAN5 shot76.88—Unverified
4ATA-FT5 shot76.64—Unverified
5AFA5 shot76.21—Unverified
6ATA5 shot75.48—Unverified
7FWT5 shot73.94—Unverified
8BSCD-FSL5 shot70.06—Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot64.1—Unverified
2StyleAdv5 shot61.52—Unverified
3BSCD-FSL5 shot59.27—Unverified
4ATA-FT5 shot58.08—Unverified
5wave-SAN5 shot57.72—Unverified
6AFA5 shot54.26—Unverified
7FWT5 shot53.85—Unverified
8ATA5 shot52.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Domain Agnostic Meta Score-based LearningAccuracy (%)74.99—Unverified