Time-delay-integration dark-field digital holography with extended depth of field for wafer defect inspection

Dark-field inspection systems are widely used for front-end defect inspection on unpatterned wafers due to their non-contact operation, high sensitivity, and high throughput. However, with the adoption of objectives with high numerical aperture and the extension of illumination wavelengths into the ultraviolet range, micrometer-scale wafer surface variations can induce severe defocus, leading to degraded imaging performance and potential false negatives. Here, we propose a time-delay integration dark-field digital holographic microscopy framework to improve inspection throughput while extending depth of field. A time-delay integration camera replaces conventional area-array detectors for hologram acquisition, enabling continuous wafer scanning without time-consuming step-and-stop operation. Digital refocusing is then performed to recover an axial image stack across different defocus planes, which is subsequently processed by a depth-of-field fusion algorithm to generate a single all-in-focus image. Experimental results demonstrate that the proposed method achieves a depth-of-field extension exceeding 20 µm while restoring high image sharpness and signal-to-noise ratio, and shows good agreement with mechanically focused reference images. The proposed approach provides a promising solution for high-throughput defect inspection in semiconductor manufacturing and quality control.

Authors

Publication Details

Journal
Optics and Lasers in Engineering
Published
2026-10-14
DOI
https://doi.org/10.1016/j.optlaseng.2026.110173
Primary Topic
Digital Holography and Microscopy
Type
article
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article

Time-delay-integration dark-field digital holography with extended depth of field for wafer defect inspection

Min Xu, Z.J. Ding, Xin Han, Xiang Wang et al.
Optics and Lasers in Engineering
Digital Holography and Microscopy
article

Time-delay-integration dark-field digital holography with extended depth of field for wafer defect inspection

Min Xu, Z.J. Ding, Xin Han, Xiang Wang, Xiaoyi Liu
article en

Abstract

Dark-field inspection systems are widely used for front-end defect inspection on unpatterned wafers due to their non-contact operation, high sensitivity, and high throughput. However, with the adoption of objectives with high numerical aperture and the extension of illumination wavelengths into the ultraviolet range, micrometer-scale wafer surface variations can induce severe defocus, leading to degraded imaging performance and potential false negatives. Here, we propose a time-delay integration dark-field digital holographic microscopy framework to improve inspection throughput while extending depth of field. A time-delay integration camera replaces conventional area-array detectors for hologram acquisition, enabling continuous wafer scanning without time-consuming step-and-stop operation. Digital refocusing is then performed to recover an axial image stack across different defocus planes, which is subsequently processed by a depth-of-field fusion algorithm to generate a single all-in-focus image. Experimental results demonstrate that the proposed method achieves a depth-of-field extension exceeding 20 µm while restoring high image sharpness and signal-to-noise ratio, and shows good agreement with mechanically focused reference images. The proposed approach provides a promising solution for high-throughput defect inspection in semiconductor manufacturing and quality control.

Optics and Lasers in EngineeringVol. 208
Openalex Percentile: Top 20%
Digital Holography and Microscopy
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