A Simple and Inexpensive 3D Scanning of Remote Objects by Robot
Bibliographic record
Abstract
Accessing remote objects that might be hard for a human being to reach to has become feasible by the use of mobile robots, which can be equipped with numerous gadgets to facilitate the purpose of using this robot. Scanning a remote object to study it or build a model of it is one of the applications where such mobile robots can be used for. This research aims at providing a cheap and efficient robot that performs 3D scanning of remote objects in order to build a model at the controller’s station. The robot has its own obstacle avoidance and distance calculation mechanism, but it can also be remotely controlled. Images of the object are captured by two cameras; one normal camera and another Time-of-Flight dedicated camera for capturing the depth of the object. The collected fragments of the images collected by the scanning process are sent wirelessly and securely to the controller, where a CAD model is built of the scanned object’s received data. The application will be applied on Festo Robotino because of its movement that supports this job as it uses Swedish Wheel drive.
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".