- Is my test data private? Does the image get uploaded anywhere?
- Completely private. The entire OMR scanning process runs in your web browser using WebAssembly (OpenCV.js). Your image never leaves your device — no server receives it. This makes it safe for grading real student answer sheets without any FERPA or privacy concerns.
- What types of bubble sheets does this support?
- Any standard grid-style bubble sheet where answers are arranged in rows (one row per question) with bubbles for each choice across the row. This includes Scantron 882-E, NCS/Pearson form F-288, generic teacher-made sheets, and custom sheets with 2–8 choices. Sheets with staggered, diagonal, or circular layouts are not supported by the automatic grid detector — use manual grid mode instead.
- What if the scanner marks the wrong answer for a question?
- Accuracy depends heavily on photo quality and sheet design. For best results: (1) photograph the sheet flat on a desk, not hand-held; (2) use even lighting without harsh shadows or glare; (3) make sure the sheet fills most of the camera frame; (4) if one side is darker, increase the threshold setting. You can also run the scan again on a better photo — multiple scans are free and instant.
- Can I grade multiple sheets at once?
- Currently one sheet per scan. Upload the next student's sheet after downloading the CSV for the first. For batch grading of a whole class, scan each sheet and append the resulting rows — the CSV download includes a Student column so you can concatenate results in a spreadsheet.
- How does the fill threshold work?
- After binarising the image to black-and-white, the tool counts what percentage of pixels inside each bubble cell are dark. The default threshold is 40% — a cell darker than 40% is read as "filled". If lightly penciled bubbles are missed, lower the threshold to 25–30%. If smudges or printed borders cause false positives, raise it to 50–55%.
- What does the CSV contain?
- One row per question. Columns: Question number, Detected answer (A/B/C…), Answer key (if provided), Result (Correct/Wrong/Blank), and Fill% for each choice (so you can audit the confidence of each read). This is ready to open in Excel, Google Sheets, or any gradebook software.