WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation

Visual anomaly classification and segmentation are vital for automating industrial quality inspection. The focus of prior research in the field has been on training custom models for each quality...

https://arxiv.org/abs/2303.14814

📝 主旨内容

动机

1. 摆脱一类一模型的困境(zero/few shot)

2. 提升CLIP的异常分割性能(多尺度窗口)

WinCLIP

CLS含义

For example, “a hole in a cloth” may be a desirable or undesirable depending upon whether distressed fashion or regular fashion clothes are being manufactured.(例如，“布上的一个洞”可能是可取的或不可取的，这取决于是在制造破旧的时尚还是常规的衣服。)

WinCLIP+

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🤗 总结归纳

📎 参考文章