DLP Cinema™ Technology: Color Management and Signal Processing
Bibliographic record
Abstract
In June 1999, Texas Instruments partnered with Lucasfilm to premier the first fully digital release of a major motion picture. “Star Wars: Episode 1 - The Phantom Menace” was shown at two theaters with DLP Cinema™ projection technology. Subsequently, field trials of DLP Cinema™ prototype projectors have been conducted in over 40 theaters in the U.S., Canada, Europe and Japan, with an audience of over 2.5 million. Results of these field trials are currently being incorporated into designs for volume production.Key to the performance of DLP Cinema™ projection systems is the linearity and stability of the DMD. The DMD's method of accurate digital data display is described and in-theater measurement data is presented. The system stability and linearity are then utilized in the development of a color management methodology for the distribution and playback of content. This paper provides an overview of DLP Cinema™ projection technology, with emphasis on color management and signal processing.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.060 | 0.019 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".