A new class of computational RAM architectures for real-time MPEG-4 applications
Why this work is in the frame
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Bibliographic record
Abstract
This paper presents a new class of Computational RAM (C-RAM) architectures for real-time MPEG-4 applications. The proposed C-RAM architecture consists of an embedded SRAM and number of processing elements working in parallel to process the data stored in the memory. The processing elements are working as a single instruction multiple data (SIMD) architecture. Each processing element is used to process one memory column. The proposed class of C-RAM architectures has been used for MPEG-4 block-based motion estimation, which is the most computational intensive task in the encoder. The proposed architecture has been designed, prototyped, and simulated for 0.18 /spl mu/m CMOS TSMC technology. The simulation results show a promising performance of the proposed class of C-RAM architectures in video coding applications; it can process up to 126 frames per second with clock frequency 100 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