Codesota · Computer Vision · Scene Text Detection · ic19-artTasks/Computer Vision/Scene Text Detection
Scene Text Detection · benchmark dataset · 2020 · EN

ic19-art.

Dataset from Papers With Code

Submit a result ↵
§ 01 · Leaderboard

Best published scores.

11 results indexed across 4 metrics. Shaded row marks current SOTA; ties broken by submission date.

Primary
accuracy · higher is better
All metrics
accuracy, h-mean, precision, recall
accuracy· primary
4 rows
#ModelOrgSubmittedPaper / codeaccuracy
01CLIP4STR-L (DataComp-1B)—May 2023CLIP4STR: A Simple Baseline for Scene Text Recognition w… · code86.40
02CLIP4STR-L—May 2023CLIP4STR: A Simple Baseline for Scene Text Recognition w… · code85.90
03CLIP4STR-BResearchMay 2023CLIP4STR: A Simple Baseline for Scene Text Recognition w… · code85.80
04MGP-STR—Sep 2022Multi-Granularity Prediction for Scene Text Recognition · code85.50
h-mean
5 rows
#ModelOrgSubmittedPaper / codeh-mean
01CPN (Complementary Proposal Network)OSSLonghuang Wu et al.Feb 2024CPN: Complementary Proposal Network for Unconstrained Te…81.70
02MixNet—Aug 2023MixNet: Toward Accurate Detection of Challenging Scene T… · code79.70
03SRFormer (ResNet-50)—Aug 2023SRFormer: Text Detection Transformer with Incorporated S… · code79.30
04TextFuseNet (ResNeXt-101)—May 2020papers-with-code · code78.60
05DPText-DETR (ResNet-50)—Jul 2022DPText-DETR: Towards Better Scene Text Detection with Dy… · code78.10
precision
1 row
#ModelOrgSubmittedPaper / codeprecision
01CPN (Complementary Proposal Network)OSSLonghuang Wu et al.Feb 2024CPN: Complementary Proposal Network for Unconstrained Te…83.60
recall
1 row
#ModelOrgSubmittedPaper / coderecall
01CPN (Complementary Proposal Network)OSSLonghuang Wu et al.Feb 2024CPN: Complementary Proposal Network for Unconstrained Te…79.90
Fig 2 · Rows sorted by score within each metric. Shaded row marks SOTA. Dates reflect model or paper release where available, otherwise the date Codesota accessed the source.
§ 03 · Progress

2 steps
of state of the art.

Each row below marks a model that broke the previous record on accuracy. Intermediate submissions are kept in the leaderboard above; only SOTA-setting entries are re-listed here.

Higher scores win. Each subsequent entry improved upon the previous best.

SOTA line · accuracy
  1. Sep 8, 2022MGP-STR85.50
  2. May 23, 2023CLIP4STR-L (DataComp-1B)86.40
Fig 3 · SOTA-setting models only. 2 entries span Sep 2022 → May 2023.
§ 04 · Literature

6 papers
tied to this benchmark.

Every paper below corresponds to at least one row in the leaderboard above. Click through for the arXiv preprint and, when available, the reference implementation.

§ 06 · Contribute

Have a score that beats
this table?

Submit a checkpoint and a reproduction script. We will run it, publish the score, and — if it takes the top — annotate the step on the progress chart with your name.

Submit a result ↵Read submission guide
What a submission needs
  • 01A public checkpoint or API endpoint
  • 02A reproduction script with frozen commit + seed
  • 03Declared evaluation environment (Python, deps)
  • 04One row per metric declared by this dataset
  • 05A contact so we can follow up on discrepancies