few-shot-anomaly-detection 开源项目推荐（9 个）

gaobb /UniADet

Language-Free Universal Vision Anomaly Detection

mala-lab /InCTRL

Official implementation of CVPR'24 paper 'Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts'.

gaobb /AdaptCLIP

[AAAI 2026] AdaptCLIP: Adapting CLIP for Universal Visual Anomaly Detection

ymxlzgy /FoundAD

[ICLR 2026] 论文《基础视觉编码器是秘密的少量样本异常检测器》的实现

gaobb /MetaUAS

[NeurIPS 2024] MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning

mala-lab /WinCLIP

Implementation of CVPR'23 paper "WinCLIP: Zero-/few-shot anomaly classification and segmentation". It successfully reproduces the same zero-/few-shot AD performance as that in the original paper.

scortexio /patchcore-few-shot

我们论文《优化补丁核以实现少数/多样本异常检测》

mala-lab /AnomalyGFM

Official PyTorch implementation of KDD2025 paper "AnomalyGFM: Graph Foundation Model for Zero/Few-shot Anomaly Detection"

mala-lab /IDEAL

[NeurIPS 2026] Beyond Normal References: Discriminative Few-Shot Anomaly Detection