<title>Performance enhancement of field-sequential stereoscopic video systems</title>
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
A field-sequential stereoscopic acquisition system based on off-the-shelf equipment and on in-house developed software for interpolating fields to interlaced frames is described. The software relies on object-based image analysis and the scheme is relatively robust for different types of scenes, including those with relatively fast motion and those with occluded and newly exposed areas. The off-the-shelf hardware consisted of a Sony DSR-PD1 with a Nu-View SX2000 Adapter. The adapter is a lens attachment that allows to views to be recorded: a view through the lens and a view displaced from the lens. Thus, a left-eye view is recorded in the odd (even) field and the right-eye view is recorded in the even (odd) field. After processing, the stereoscopic images could be played back at 120 Hz field rate and viewed without flicker and with smooth motion using standard electronic shutter glasses that are synchronized with the display of the odd and even fields.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 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