# Layout Analysis on DocBank 1.0 (test) Source: [Layout Analysis on DocBank 1.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:42.980Z Evaluation of Layout Analysis performance on the test split of the DocBank 1.0 dataset, reporting element-wise classification metrics (e.g., Abstract, Table, Title) and Macro Average. 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 | Layout Analysis | | Dataset (including any stated split) | DocBank 1.0 (test) | | Metric | Abstract | | 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 - [Abstract](): Higher is better; unit: PERCENT. - [Author](): Higher is better; unit: PERCENT. - [Caption](): Higher is better; unit: PERCENT. - [Equation](): Higher is better; unit: PERCENT. - [Figure](): Higher is better; unit: PERCENT. - [Footer](): Higher is better; unit: PERCENT. - [List](): Higher is better; unit: PERCENT. - [Paragraph](): Higher is better; unit: PERCENT. - [Reference](): Higher is better; unit: PERCENT. - [Section](): Higher is better; unit: PERCENT. - [Table](): Higher is better; unit: PERCENT. - [Title](): Higher is better; unit: PERCENT. - [Macro Average](): Higher is better; unit: PERCENT. - [mAP](): Higher is better; unit: PERCENT. ## Recorded results | Method | Abstract | Result date | Report paper | | --- | --- | --- | --- | | VSR | 98.29 | Not recorded | 68fa69f21e209131cea25244 | | LayoutLM\_base | 98.16 | Not recorded | 68fa69f21e209131cea25244 | | X101+LayoutLM\_base | 98.15 | Not recorded | 68fa69f21e209131cea25244 | | X101+LayoutLM\_large | 98.02 | Not recorded | 68fa69f21e209131cea25244 | | LayoutLM\_large | 97.84 | Not recorded | 68fa69f21e209131cea25244 | | X101 | 97.17 | Not recorded | 68fa69f21e209131cea25244 | | VSR | 96.3 | Not recorded | 68fa69f21e209131cea25244 | | Faster RCNN | 96.2 | Not recorded | 68fa69f21e209131cea25244 | | RoBERTa\_large | 94.79 | Not recorded | 68fa69f21e209131cea25244 | | BERT\_base | 92.94 | Not recorded | 68fa69f21e209131cea25244 | | RoBERTa\_base | 92.88 | Not recorded | 68fa69f21e209131cea25244 | | BERT\_large | 92.86 | Not recorded | 68fa69f21e209131cea25244 | ### VSR Abstract: 98.29. Result ID: 698df92fffc3901de099d943. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LayoutLM\_base Abstract: 98.16. Result ID: 698df92fffc3901de099d93c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"Base"}. This record does not assert independent reproduction. ### X101+LayoutLM\_base Abstract: 98.15. Result ID: 698df92fffc3901de099d941. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt-101","Language Model":"LayoutLM\_base"}. This record does not assert independent reproduction. ### X101+LayoutLM\_large Abstract: 98.02. Result ID: 698df92fffc3901de099d942. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt-101","Language Model":"LayoutLM\_large"}. This record does not assert independent reproduction. ### LayoutLM\_large Abstract: 97.84. Result ID: 698df92fffc3901de099d93f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"Large"}. This record does not assert independent reproduction. ### X101 Abstract: 97.17. Result ID: 698df92fffc3901de099d940. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNeXt-101"}. This record does not assert independent reproduction. ### VSR Abstract: 96.3. Result ID: 698df92fffc3901de099d94f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Faster RCNN Abstract: 96.2. Result ID: 698df92fffc3901de099d94e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNeXt-101"}. This record does not assert independent reproduction. ### RoBERTa\_large Abstract: 94.79. Result ID: 698df92fffc3901de099d93e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"Large"}. This record does not assert independent reproduction. ### BERT\_base Abstract: 92.94. Result ID: 698df92fffc3901de099d93a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"Base"}. This record does not assert independent reproduction. ### RoBERTa\_base Abstract: 92.88. Result ID: 698df92fffc3901de099d93b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"Base"}. This record does not assert independent reproduction. ### BERT\_large Abstract: 92.86. Result ID: 698df92fffc3901de099d93d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Size":"Large"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.