# AD-DINOv3

**Repository Path**: ctpactwangke/AD-DINOv3

## Basic Information

- **Project Name**: AD-DINOv3
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2025-10-12
- **Last Updated**: 2025-10-12

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# AD-DINOv3

[AD-DINOv3: Enhancing DINOv3 for Zero-Shot Anomaly Detection with Anomaly-Aware Calibration](https://arxiv.org/abs/2509.14084)

We present AD-DINOv3, the first framework to adapt DINOv3 for zero-shot anomaly detection. By introducing lightweight adapters for domain alignment and an Anomaly-Aware Calibration Module (AACM) that enables interactive calibration between the CLS token and patch tokens, AD-DINOv3 achieves stronger anomaly-aware representations. Extensive experiments on eight industrial and medical benchmarks demonstrate that our method consistently matches or surpasses state-of-the-art approaches, establishing AD-DINOv3 as a powerful and general ZSAD framework.

![](AD-DINOv3.png)

The code is currently being organized and will be released soon. Stay tuned!