Real-time 3-dimensional recursive digital filter for video signals
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
The design and implementation of a real-time 3D digital filter for video signals is described. The filter implements a completely general 3D, first-order, recursive, discrete-time transfer function at NTSC video-rates (480/spl times/512 pixels, 30 f/s). A fully-parallel systolic structure is chosen based on its short critical path, regularity, local interconnectivity, internal overflow immunity, minimized memory requirements and expandability. The implementation is carried out with discrete logic on PCBs and consists of 634 ICs distributed over 12 modules. A comprehensive workstation-based GUI, which includes a 3D filter-design facility, directly communicates with the filter to control its numerous parameters. The hardware can be further expanded to implement higher orders and 3D real-time adaptive filter algorithms. To our knowledge, this is the first such filter to be reported in the literature.
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 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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