Abstract: Anomaly detection (AD) identifies outliers for applications like defect and lesion detection. While CLIP shows promise for zero-shot AD tasks due to its strong generalization capabilities, ...

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CLIP-LIT trained using only hundreds of unpaired images yields favorable results on unseen backlit images captured in various scenarios. 📖 For more visual results, go checkout our project page.