UMHexagonS algorithm based motion estimation architecture for H.264/AVC
Why this work is in the frame
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Bibliographic record
Abstract
This paper presents an integer pel variable block motion estimation architecture based on JVT accepted UMHexagonS algorithm for H.264/MPEG-4 part 10 (AVC) encoder. The proposed pipelined architecture is capable of calculating the required 41 motion vectors of various size blocks supported by H.264/AVC within a 16/spl times/16 block in parallel. The architecture can be used for rapid prototyping of motion estimation core using FPGA. The performance analysis shows that the architecture is capable of processing CIF frame sequences in real time considering 5 reference frames within the search range of /spl plusmn/16 at a clock speed of around 30 MHz.
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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 | 0.001 | 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