← Search

Ziming Huang

4 accepted papers

2025

AnomalyNCD: Towards Novel Anomaly Class Discovery in Industrial Scenarios

CVPR 2025poster

Recently, multi-class anomaly classification has garnered increasing attention. Previous methods directly cluster anomalies but often struggle due to the lack of anomaly-prior knowledge. Acquiring this knowledge faces two issues: the non-prominent and weak-semantics anomalies. In this paper, we prop…

2024

MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images

ICLR 2024poster

This paper studies zero-shot anomaly classification (AC) and segmentation (AS) in industrial vision. We reveal that the abundant normal and abnormal cues implicit in unlabeled test images can be exploited for anomaly determination, which is ignored by prior methods. Our key observation is that for t…

2022

Gated Mechanism Enhanced Multi-Task Learning for Dialog Routing

COLING 2022main

Currently, human-bot symbiosis dialog systems, e.g. pre- and after-sales in E-commerce, are ubiquitous, and the dialog routing component is essential to improve the overall efficiency, reduce human resource cost and increase user experience. To satisfy this requirement, existing methods are mostly h…

Cited by 0SourcePDFScholar
2021

On Sample Based Explanation Methods for NLP: Faithfulness, Efficiency and Semantic Evaluation

ACL 2021long

In the recent advances of natural language processing, the scale of the state-of-the-art models and datasets is usually extensive, which challenges the application of sample-based explanation methods in many aspects, such as explanation interpretability, efficiency, and faithfulness. In this work, f…

Cited by 0SourcePDFScholar