Bounding-Box Size Plot Calculator

Explore bounding-box widths, heights, areas, aspect ratios, class balance, outliers, anchor recommendations, and annotation quality through responsive interactive visual analysis for modern detection datasets.

Annotation data

Uploaded content replaces pasted text during analysis.

Parsing and column mapping

Header names are matched automatically. Column numbers provide a fallback.

Validation and coordinate correction

Dataset filters

Box-size categories

Outlier detection

Anchor-box analysis

Processing occurs locally on your server.

Formula used

width = xmax − xmin
height = ymax − ymin
area = width × height
relative area = box area ÷ image area
aspect ratio = width ÷ height
coverage percentage = relative area × 100

How to use

  1. Paste annotations or upload a supported data file.
  2. Select the coordinate format and matching column positions.
  3. Choose validation, filters, outliers, and anchor settings.
  4. Submit the form to calculate every box metric.
  5. Explore charts, tables, insights, anchors, and export options.

Example data structure

image_idclassimage_widthimage_heightabcdconfidencesplit
img_001.jpgperson1280720110803106500.98train

Frequently asked questions

Which coordinate formats are supported?

Use corner, top-left size, center size, or YOLO coordinates.

Can normalized coordinates be analyzed?

Yes. Image dimensions convert normalized values into pixel measurements.

How are tiny objects identified?

Custom thresholds classify boxes using relative or pixel area.

What makes an annotation invalid?

Missing values, impossible dimensions, reversed corners, and boundary violations.

How are anchor boxes recommended?

K-means groups box widths and heights using selected distance rules.

What does average anchor IoU mean?

It measures how closely recommended anchors match observed box shapes.

Can I compare training and validation data?

Yes. Use split charts and filter fields for comparisons.

Can outliers be removed?

Yes. Detect them first, then exclude them from analysis.

Which exports are available?

Export charts, processed rows, summaries, outliers, anchors, and reports.

Related Calculators

Class Frequency ChartImage Size Distribution PlotIntersection-over-Union DistributionPrecision-Recall Curve by ClassMean Average Precision PlotPixel Intensity HistogramColour Channel HistogramConfusion Matrix for Image ClassesSegmentation Mask Overlay

Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.