JPEG2000 image transmission over OFDM-based Cognitive Radio network
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
Cognitive Radio (CR) is an efficient way of spectrum utilization in the way that secondary users (SU) with high bandwidth (BW) requirements such as multimedia users, can get access to the licensed frequency resources opportunistically and resolve their BW limitation. Among all the multimedia formats, JPEG2000 has many features that makes it suitable for cognitive radio networks. In this paper a channel allocation method based on JPEG2000 and orthogonal frequency division multiplexing (OFDM) is proposed, which improves the quality of the SU's received image by providing dynamic access to the available spectrum, without violating the interference requirement to the PU. Channels with better condition are used to transmit important data in JPEG2000 coded bit-stream. Therefore, reception of determinative bits is guaranteed.
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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 | 0.000 | 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