SOTAVerified

Cross-Domain Few-Shot

Papers

Showing 110 of 141 papers

TitleStatusHype
Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation0
FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning0
CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature ConfusionCode1
Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining0
NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and ResultsCode2
A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping0
Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object DetectionCode2
The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation0
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning0
Cross-domain Few-shot Object Detection with Multi-modal Textual EnrichmentCode1
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Benchmark Results

#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