# Scene Text Recognition on Standard STR Benchmark Source: [Scene Text Recognition on Standard STR Benchmark]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:26.893Z Evaluation of Scene Text Recognition performance on the Standard STR Benchmark, measured using word accuracies based on character length (36, 62, and 94 characters). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Scene Text Recognition | | Dataset (including any stated split) | Standard STR Benchmark | | Metric | Mean Word Accuracy (36-char) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Mean Word Accuracy (36-char)](): Higher is better; unit: PERCENT. - [Mean Word Accuracy (62-char)](): Higher is better; unit: PERCENT. - [Mean Word Accuracy (94-char)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Mean Word Accuracy (36-char) | Result date | Report paper | | --- | --- | --- | --- | | PARSeq\_A | 96 | Not recorded | 68fa6d031e209131cea37551 | | TRBA | 95.2 | Not recorded | 68fa6d031e209131cea37551 | | ABINet | 95.2 | Not recorded | 68fa6d031e209131cea37551 | | PARSeq\_N | 95.2 | Not recorded | 68fa6d031e209131cea37551 | | ViTSTR-S | 94.3 | Not recorded | 68fa6d031e209131cea37551 | | PARSeq\_A | 91.9 | Not recorded | 68fa6d031e209131cea37551 | | PARSeq\_N | 90.7 | Not recorded | 68fa6d031e209131cea37551 | | TRBA | 90.6 | Not recorded | 68fa6d031e209131cea37551 | | ABINet | 89.8 | Not recorded | 68fa6d031e209131cea37551 | | ViTSTR-S | 88.6 | Not recorded | 68fa6d031e209131cea37551 | | CRNN | 88.5 | Not recorded | 68fa6d031e209131cea37551 | | CRNN | 83.2 | Not recorded | 68fa6d031e209131cea37551 | ### PARSeq\_A Mean Word Accuracy (36-char): 96. Result ID: 698f78b03a6c314849f8ddae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"R"}. This record does not assert independent reproduction. ### TRBA Mean Word Accuracy (36-char): 95.2. Result ID: 698f78b03a6c314849f8ddab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"R"}. This record does not assert independent reproduction. ### ABINet Mean Word Accuracy (36-char): 95.2. Result ID: 698f78b03a6c314849f8ddac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"R"}. This record does not assert independent reproduction. ### PARSeq\_N Mean Word Accuracy (36-char): 95.2. Result ID: 698f78b03a6c314849f8ddad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"R"}. This record does not assert independent reproduction. ### ViTSTR-S Mean Word Accuracy (36-char): 94.3. Result ID: 698f78b03a6c314849f8ddaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"R"}. This record does not assert independent reproduction. ### PARSeq\_A Mean Word Accuracy (36-char): 91.9. Result ID: 698f78b03a6c314849f8dda8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"S"}. This record does not assert independent reproduction. ### PARSeq\_N Mean Word Accuracy (36-char): 90.7. Result ID: 698f78b03a6c314849f8dda7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"S"}. This record does not assert independent reproduction. ### TRBA Mean Word Accuracy (36-char): 90.6. Result ID: 698f78b03a6c314849f8dda5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"S"}. This record does not assert independent reproduction. ### ABINet Mean Word Accuracy (36-char): 89.8. Result ID: 698f78b03a6c314849f8dda6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"S"}. This record does not assert independent reproduction. ### ViTSTR-S Mean Word Accuracy (36-char): 88.6. Result ID: 698f78b03a6c314849f8dda4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"S"}. This record does not assert independent reproduction. ### CRNN Mean Word Accuracy (36-char): 88.5. Result ID: 698f78b03a6c314849f8dda9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"R"}. This record does not assert independent reproduction. ### CRNN Mean Word Accuracy (36-char): 83.2. Result ID: 698f78b03a6c314849f8dda3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"S"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.