# Scene Text Recognition on ArT (test) Source: [Scene Text Recognition on ArT (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:00.042Z Evaluation of Scene Text Recognition performance on the test split of the ArT dataset, measured by Word accuracy. 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) | ArT (test) | | Metric | Word Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Word Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Word Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CLIP4STR-L | 86.4 | Not recorded | 68fa765f1e209131cea6cb50 | | CLIP4STR-H | 86.4 | Not recorded | 68fa765f1e209131cea6cb50 | | CLIP4STR-L | 85.9 | Not recorded | 68fa765f1e209131cea6cb50 | | CLIP4STR-B | 85.8 | Not recorded | 68fa765f1e209131cea6cb50 | | CLIP4STR-B | 85.8 | Not recorded | 68fa765f1e209131cea6cb50 | | PARSeq | 84.5 | Not recorded | 68fa765f1e209131cea6cb50 | | MPSTR | 84.4 | Not recorded | 68fa765f1e209131cea6cb50 | | ViTSTR-S | 82.5 | Not recorded | 68fa765f1e209131cea6cb50 | | TRBA | 82.5 | Not recorded | 68fa765f1e209131cea6cb50 | | ABINet | 81.2 | Not recorded | 68fa765f1e209131cea6cb50 | | DiG-ViT-B | 81 | Not recorded | 68fa765f1e209131cea6cb50 | | CLIP4STR-L | 73.7 | Not recorded | 68fa765f1e209131cea6cb50 | | CLIP4STR-B | 72.8 | Not recorded | 68fa765f1e209131cea6cb50 | | PARSeq | 70.7 | Not recorded | 68fa765f1e209131cea6cb50 | | CLIP-OCR | 70.5 | Not recorded | 68fa765f1e209131cea6cb50 | | MPSTR | 69.9 | Not recorded | 68fa765f1e209131cea6cb50 | | TRBA | 68.2 | Not recorded | 68fa765f1e209131cea6cb50 | | ViTSTR-S | 66.1 | Not recorded | 68fa765f1e209131cea6cb50 | | ABINet | 65.4 | Not recorded | 68fa765f1e209131cea6cb50 | ### CLIP4STR-L Word Accuracy: 86.4. Result ID: 69941c703a6c3148491b21fe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"RBU(6.5M)"}. This record does not assert independent reproduction. ### CLIP4STR-H Word Accuracy: 86.4. Result ID: 69941c703a6c3148491b21ff. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"RBU(6.5M)"}. This record does not assert independent reproduction. ### CLIP4STR-L Word Accuracy: 85.9. Result ID: 69941c703a6c3148491b21fc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"Real(3.3M)"}. This record does not assert independent reproduction. ### CLIP4STR-B Word Accuracy: 85.8. Result ID: 69941c703a6c3148491b21fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"Real(3.3M)"}. This record does not assert independent reproduction. ### CLIP4STR-B Word Accuracy: 85.8. Result ID: 69941c703a6c3148491b21fd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"RBU(6.5M)"}. This record does not assert independent reproduction. ### PARSeq Word Accuracy: 84.5. Result ID: 69941c703a6c3148491b21f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"Real(3.3M)"}. This record does not assert independent reproduction. ### MPSTR Word Accuracy: 84.4. Result ID: 69941c703a6c3148491b21fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"Real(3.3M)"}. This record does not assert independent reproduction. ### ViTSTR-S Word Accuracy: 82.5. Result ID: 69941c703a6c3148491b21f6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"Real(3.3M)"}. This record does not assert independent reproduction. ### TRBA Word Accuracy: 82.5. Result ID: 69941c703a6c3148491b21f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"Real(3.3M)"}. This record does not assert independent reproduction. ### ABINet Word Accuracy: 81.2. Result ID: 69941c703a6c3148491b21f8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"Real(3.3M)"}. This record does not assert independent reproduction. ### DiG-ViT-B Word Accuracy: 81. Result ID: 69941c703a6c3148491b21f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"Real(2.8M)"}. This record does not assert independent reproduction. ### CLIP4STR-L Word Accuracy: 73.7. Result ID: 69941c703a6c3148491b21f4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. ### CLIP4STR-B Word Accuracy: 72.8. Result ID: 69941c703a6c3148491b21f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. ### PARSeq Word Accuracy: 70.7. Result ID: 69941c703a6c3148491b21f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. ### CLIP-OCR Word Accuracy: 70.5. Result ID: 69941c703a6c3148491b21f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. ### MPSTR Word Accuracy: 69.9. Result ID: 69941c703a6c3148491b21f1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. ### TRBA Word Accuracy: 68.2. Result ID: 69941c703a6c3148491b21ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. ### ViTSTR-S Word Accuracy: 66.1. Result ID: 69941c703a6c3148491b21ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. ### ABINet Word Accuracy: 65.4. Result ID: 69941c703a6c3148491b21ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Train data":"MJ+ST"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.