The Character Error Vector: Decomposable errors for page-level OCR evaluation
Paper • 2604.06160 • Published
char_id stringlengths 21 26 ⌀ | page_id stringclasses 49
values | char_text stringclasses 94
values | x float64 90 2.3k | y float64 108 3.39k | w float64 4.33 296 ⌀ | h float64 10 132 ⌀ | ssu_id stringclasses 58
values |
|---|---|---|---|---|---|---|---|
0001_p001_b0_l0_w0_c0 | 0001_p001 | T | 140 | 442 | 272.333333 | 74 | ssu_masthead |
0001_p001_b0_l0_w0_c1 | 0001_p001 | h | 412.333333 | 442 | 272.333333 | 74 | ssu_masthead |
0001_p001_b0_l0_w0_c2 | 0001_p001 | e | 684.666667 | 442 | 272.333333 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c0 | 0001_p001 | S | 490 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c1 | 0001_p001 | p | 624.615385 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c2 | 0001_p001 | i | 759.230769 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c3 | 0001_p001 | r | 893.846154 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c4 | 0001_p001 | i | 1,028.461538 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c5 | 0001_p001 | t | 1,163.076923 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c6 | 0001_p001 | u | 1,297.692308 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c7 | 0001_p001 | a | 1,432.307692 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c8 | 0001_p001 | l | 1,566.923077 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c9 | 0001_p001 | i | 1,701.538462 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c10 | 0001_p001 | s | 1,836.153846 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c11 | 0001_p001 | t | 1,970.769231 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b0_l0_w1_c12 | 0001_p001 | . | 2,105.384615 | 442 | 134.615385 | 74 | ssu_masthead |
0001_p001_b1_l0_w0_c0 | 0001_p001 | A | 387 | 521 | 124 | 66 | ssu_masthead |
0001_p001_b1_l0_w1_c0 | 0001_p001 | R | 437 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w1_c1 | 0001_p001 | E | 478.333333 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w1_c2 | 0001_p001 | C | 519.666667 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w1_c3 | 0001_p001 | O | 561 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w1_c4 | 0001_p001 | R | 602.333333 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w1_c5 | 0001_p001 | D | 643.666667 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w2_c0 | 0001_p001 | O | 610 | 521 | 74.5 | 66 | ssu_masthead |
0001_p001_b1_l0_w2_c1 | 0001_p001 | F | 684.5 | 521 | 74.5 | 66 | ssu_masthead |
0001_p001_b1_l0_w3_c0 | 0001_p001 | T | 684 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w3_c1 | 0001_p001 | H | 741.666667 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w3_c2 | 0001_p001 | E | 799.333333 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c0 | 0001_p001 | P | 783 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c1 | 0001_p001 | R | 820.125 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c2 | 0001_p001 | O | 857.25 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c3 | 0001_p001 | G | 894.375 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c4 | 0001_p001 | R | 931.5 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c5 | 0001_p001 | E | 968.625 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c6 | 0001_p001 | S | 1,005.75 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w4_c7 | 0001_p001 | S | 1,042.875 | 521 | 37.125 | 66 | ssu_masthead |
0001_p001_b1_l0_w5_c0 | 0001_p001 | O | 1,006 | 521 | 74.5 | 66 | ssu_masthead |
0001_p001_b1_l0_w5_c1 | 0001_p001 | F | 1,080.5 | 521 | 74.5 | 66 | ssu_masthead |
0001_p001_b1_l0_w6_c0 | 0001_p001 | T | 1,080 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w6_c1 | 0001_p001 | H | 1,137.666667 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w6_c2 | 0001_p001 | E | 1,195.333333 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w7_c0 | 0001_p001 | S | 1,179 | 521 | 38.857143 | 66 | ssu_masthead |
0001_p001_b1_l0_w7_c1 | 0001_p001 | C | 1,217.857143 | 521 | 38.857143 | 66 | ssu_masthead |
0001_p001_b1_l0_w7_c2 | 0001_p001 | I | 1,256.714286 | 521 | 38.857143 | 66 | ssu_masthead |
0001_p001_b1_l0_w7_c3 | 0001_p001 | E | 1,295.571429 | 521 | 38.857143 | 66 | ssu_masthead |
0001_p001_b1_l0_w7_c4 | 0001_p001 | N | 1,334.428571 | 521 | 38.857143 | 66 | ssu_masthead |
0001_p001_b1_l0_w7_c5 | 0001_p001 | C | 1,373.285714 | 521 | 38.857143 | 66 | ssu_masthead |
0001_p001_b1_l0_w7_c6 | 0001_p001 | E | 1,412.142857 | 521 | 38.857143 | 66 | ssu_masthead |
0001_p001_b1_l0_w8_c0 | 0001_p001 | A | 1,378 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w8_c1 | 0001_p001 | N | 1,435.666667 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w8_c2 | 0001_p001 | D | 1,493.333333 | 521 | 57.666667 | 66 | ssu_masthead |
0001_p001_b1_l0_w9_c0 | 0001_p001 | E | 1,477 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w9_c1 | 0001_p001 | T | 1,518.333333 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w9_c2 | 0001_p001 | H | 1,559.666667 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w9_c3 | 0001_p001 | I | 1,601 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w9_c4 | 0001_p001 | C | 1,642.333333 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w9_c5 | 0001_p001 | S | 1,683.666667 | 521 | 41.333333 | 66 | ssu_masthead |
0001_p001_b1_l0_w10_c0 | 0001_p001 | O | 1,650 | 521 | 74.5 | 66 | ssu_masthead |
0001_p001_b1_l0_w10_c1 | 0001_p001 | F | 1,724.5 | 521 | 74.5 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c0 | 0001_p001 | S | 1,699 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c1 | 0001_p001 | P | 1,727.916667 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c2 | 0001_p001 | I | 1,756.833333 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c3 | 0001_p001 | R | 1,785.75 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c4 | 0001_p001 | I | 1,814.666667 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c5 | 0001_p001 | T | 1,843.583333 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c6 | 0001_p001 | U | 1,872.5 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c7 | 0001_p001 | A | 1,901.416667 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c8 | 0001_p001 | L | 1,930.333333 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c9 | 0001_p001 | I | 1,959.25 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c10 | 0001_p001 | S | 1,988.166667 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b1_l0_w11_c11 | 0001_p001 | M | 2,017.083333 | 521 | 28.916667 | 66 | ssu_masthead |
0001_p001_b2_l0_w0_c0 | 0001_p001 | P | 1,812 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c1 | 0001_p001 | u | 1,831.555556 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c2 | 0001_p001 | b | 1,851.111111 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c3 | 0001_p001 | l | 1,870.666667 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c4 | 0001_p001 | i | 1,890.222222 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c5 | 0001_p001 | s | 1,909.777778 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c6 | 0001_p001 | h | 1,929.333333 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c7 | 0001_p001 | e | 1,948.888889 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w0_c8 | 0001_p001 | d | 1,968.444444 | 609 | 19.555556 | 67 | ssu_masthead |
0001_p001_b2_l0_w1_c0 | 0001_p001 | o | 1,948 | 609 | 40.5 | 67 | ssu_masthead |
0001_p001_b2_l0_w1_c1 | 0001_p001 | n | 1,988.5 | 609 | 40.5 | 67 | ssu_masthead |
0001_p001_b2_l0_w2_c0 | 0001_p001 | t | 1,989 | 609 | 31.666667 | 67 | ssu_masthead |
0001_p001_b2_l0_w2_c1 | 0001_p001 | h | 2,020.666667 | 609 | 31.666667 | 67 | ssu_masthead |
0001_p001_b2_l0_w2_c2 | 0001_p001 | e | 2,052.333333 | 609 | 31.666667 | 67 | ssu_masthead |
0001_p001_b2_l0_w3_c0 | 0001_p001 | 1 | 2,043 | 609 | 27.25 | 67 | ssu_masthead |
0001_p001_b2_l0_w3_c1 | 0001_p001 | 5 | 2,070.25 | 609 | 27.25 | 67 | ssu_masthead |
0001_p001_b2_l0_w3_c2 | 0001_p001 | t | 2,097.5 | 609 | 27.25 | 67 | ssu_masthead |
0001_p001_b2_l0_w3_c3 | 0001_p001 | h | 2,124.75 | 609 | 27.25 | 67 | ssu_masthead |
0001_p001_b2_l0_w4_c0 | 0001_p001 | o | 2,111 | 609 | 40.5 | 67 | ssu_masthead |
0001_p001_b2_l0_w4_c1 | 0001_p001 | f | 2,151.5 | 609 | 40.5 | 67 | ssu_masthead |
0001_p001_b2_l0_w5_c0 | 0001_p001 | e | 2,138 | 609 | 19 | 67 | ssu_masthead |
0001_p001_b2_l0_w5_c1 | 0001_p001 | v | 2,157 | 609 | 19 | 67 | ssu_masthead |
0001_p001_b2_l0_w5_c2 | 0001_p001 | e | 2,176 | 609 | 19 | 67 | ssu_masthead |
0001_p001_b2_l0_w5_c3 | 0001_p001 | r | 2,195 | 609 | 19 | 67 | ssu_masthead |
0001_p001_b2_l0_w5_c4 | 0001_p001 | y | 2,214 | 609 | 19 | 67 | ssu_masthead |
0001_p001_b2_l1_w0_c0 | 0001_p001 | M | 1,811 | 661 | 25.333333 | 32 | ssu_masthead |
0001_p001_b2_l1_w0_c1 | 0001_p001 | o | 1,836.333333 | 661 | 25.333333 | 32 | ssu_masthead |
0001_p001_b2_l1_w0_c2 | 0001_p001 | n | 1,861.666667 | 661 | 25.333333 | 32 | ssu_masthead |
0001_p001_b2_l1_w0_c3 | 0001_p001 | t | 1,887 | 661 | 25.333333 | 32 | ssu_masthead |
Ground truth OCR annotations for The Spiritualist, a 19th-century British newspaper. An enriched version of the original derived from Transkribus. Aadditional manually labelled with, classes, column types, reading order and Semantic Structural Units (SSUs).
The page images and original ground truth are available from the companion dataset: NationalLibraryOfScotland/Spiritualist_Newspaper
| File | Description |
|---|---|
annotations/gt_ssu_bboxes.parquet |
425 SSU regions across 49 pages: bounding boxes, polygon points, SSU label, ground truth text |
annotations/characters_inferred.parquet |
~827k character-level annotations with per-character bounding boxes and SSU label |
alto_xml/ocr_gt_labelled.zip |
Raw ALTO XML files (ALTO v4, as exported from Transkribus) |
gt_ssu_bboxes.parquet
| Column | Type | Description |
|---|---|---|
filename |
string | Image filename (matches the companion image dataset) |
page_id |
string | Page identifier |
image_width |
int | Page image width in pixels |
image_height |
int | Page image height in pixels |
x |
int | Bounding box left edge |
y |
int | Bounding box top edge |
width |
int | Bounding box width |
height |
int | Bounding box height |
polygon_points |
string | Space-separated polygon vertices (x,y pairs) |
ssu_id |
string | Semantic Structural Unit label (e.g. ssu_masthead, ssu_1_col_1) |
gt_text |
string | Ground truth transcription for the region |
characters_inferred.parquet
| Column | Type | Description |
|---|---|---|
char_id |
string | Unique character identifier |
page_id |
string | Page identifier |
char_text |
string | Character |
x |
float | Character bounding box left edge |
y |
float | Character bounding box top edge |
w |
float | Character bounding box width |
h |
float | Character bounding box height |
ssu_id |
string | SSU label for the containing region |
If you use this dataset please cite
@misc{bourne2026charactererrorvector,
title={The Character Error Vector: Decomposable errors for page-level OCR evaluation},
author={Jonathan Bourne and Mwiza Simbeye and Joseph Nockels},
year={2026},
eprint={2604.06160},
archivePrefix={arXiv},
primaryClass={cs.CV},
url={https://doi.org/10.48550/arXiv.2604.06160}
}