Design of Optical System for Surface Defect Detection of Steel Strip
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In order to satisfy the requirements of broad width,high speed,high resolution for steel strip inspection product line,optical part of surface defect visual inspection system is optimally designed.A new LED line light source is adopted to obtain a high intensity and uniform illumination,and field of view is partitioned by means of multiple linear CCD sensors parallel imaging.Owing to the combination of bright-field and dark-field receiving image modes,most surface defects of interest are ensured to be effectively detected.Taking the matching of light source,optical lens and linear CCD sensor into account,focal distance,f-number and field angle of lens are calculated and optimally selected to meet the need of high speed and high resolution.The whole optical system design adapts to the demand of online inspection for steel strip surface defect and has already been used in prototype system.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it