SOTAVerified

Cross-Domain Few-Shot

Papers

Showing 101125 of 141 papers

TitleStatusHype
Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition0
SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning0
Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition0
Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification0
Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification0
Task-aware Adaptive Learning for Cross-domain Few-shot Learning0
Task-Specific Preconditioner for Cross-Domain Few-Shot Learning0
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation0
The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation0
Towards Cross-domain Few-shot Graph Anomaly Detection0
Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models0
When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework0
Contextual Gradient Scaling for Few-Shot LearningCode0
Cross-domain Multi-modal Few-shot Object Detection via Rich TextCode0
Adaptive Semantic Consistency for Cross-domain Few-shot ClassificationCode0
Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised AutoencoderCode0
Feature Extractor Stacking for Cross-domain Few-shot LearningCode0
RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image SegmentationCode0
Cross-Domain Few-Shot Learning via Adaptive Transformer NetworksCode0
Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot LearningCode0
Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot LearningCode0
MetaCoCo: A New Few-Shot Classification Benchmark with Spurious CorrelationCode0
Self-Supervised Learning For Few-Shot Image ClassificationCode0
Few-Shot Learning with Graph Neural NetworksCode0
Few and Fewer: Learning Better from Few Examples Using Fewer Base ClassesCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot26.24Unverified
2StyleAdv5 shot26.07Unverified
3RFS+MLP5 shot26Unverified
4BSCD-FSL5 shot25.97Unverified
5wave-SAN5 shot25.63Unverified
6GNN5 shot25.27Unverified
7FWT5 shot25.18Unverified
8ATA-FT5 shot25.08Unverified
9AFA5 shot25.02Unverified
10LRP5 shot24.53Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot91.64Unverified
2ATA-FT5 shot89.64Unverified
3StyleAdv5 shot86.58Unverified
4AFA5 shot85.58Unverified
5wave-SAN5 shot85.22Unverified
6ATA5 shot83.75Unverified
7GNN5 shot83.64Unverified
8FWT5 shot83.01Unverified
9BSCD-FSL5 shot79.08Unverified
10RFS+MLP5 shot78.13Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot53.05Unverified
2ATA-FT5 shot49.79Unverified
3BSCD-FSL5 shot48.11Unverified
4RFS+MLP5 shot46.33Unverified
5AFA5 shot46.01Unverified
6StyleAdv5 shot45.77Unverified
7wave-SAN5 shot44.93Unverified
8ATA5 shot44.91Unverified
9LRP5 shot44.14Unverified
10GNN5 shot43.94Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot96.51Unverified
2ATA-FT5 shot95.44Unverified
3StyleAdv5 shot93.65Unverified
4ATA5 shot90.59Unverified
5wave-SAN5 shot89.7Unverified
6RFS+MLP5 shot89.68Unverified
7BSCD-FSL5 shot89.25Unverified
8AFA5 shot88.06Unverified
9FWT5 shot87.11Unverified
#ModelMetricClaimedVerifiedStatus
1MSENet5 shot71.59Unverified
2StyleAdv-FT5 shot70.9Unverified
3wave-SAN5 shot70.31Unverified
4ATA-FT5 shot69.83Unverified
5StyleAdv5 shot68.72Unverified
6AFA5 shot68.25Unverified
7FWT5 shot66.98Unverified
8ATA5 shot66.22Unverified
9BSCD-FSL5 shot64.14Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot56.44Unverified
2ATA-FT5 shot54.28Unverified
3BSCD-FSL5 shot52.08Unverified
4StyleAdv5 shot50.13Unverified
5AFA5 shot49.28Unverified
6ATA5 shot49.14Unverified
7wave-SAN5 shot46.11Unverified
8FWT5 shot44.9Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot79.35Unverified
2StyleAdv5 shot77.73Unverified
3wave-SAN5 shot76.88Unverified
4ATA-FT5 shot76.64Unverified
5AFA5 shot76.21Unverified
6ATA5 shot75.48Unverified
7FWT5 shot73.94Unverified
8BSCD-FSL5 shot70.06Unverified
#ModelMetricClaimedVerifiedStatus
1StyleAdv-FT5 shot64.1Unverified
2StyleAdv5 shot61.52Unverified
3BSCD-FSL5 shot59.27Unverified
4ATA-FT5 shot58.08Unverified
5wave-SAN5 shot57.72Unverified
6AFA5 shot54.26Unverified
7FWT5 shot53.85Unverified
8ATA5 shot52.69Unverified
#ModelMetricClaimedVerifiedStatus
1Domain Agnostic Meta Score-based LearningAccuracy (%)74.99Unverified