Creative use of signal processing and MARF in ISSv2 and beyond
Bibliographic record
Abstract
Illimitable Space System (ISS) is a real-time interactive configurable toolbox for use by artists to create interactive visual effects in theatre performances and in documentaries through user inputs such as gestures and voice. Kinect has been the primary input device for motion and video data capture. In this work in addition to the existing motion based visual and geometric data processing facilities present in ISSv2, we describe our efforts to incorporate audio processing with the help of Modular Audio Recognition Framework (MARF). The combination of computer vision and audio processing to interpret both music and human motion to create imagery in real time is both artistically interesting and technically challenging. With these additional modules, ISSv2 can help interactive performance authoring that employs visual tracking and signal processing in order to create trackable human-shaped animations in real time. These new modules are incorporated into the Processing software sketchbook and language framework used by ISSv2. We verify the effects of these modules, through live demonstrations which are briefly described.
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.
How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".